{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7e45f430",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting requests-html\n",
      "  Downloading requests_html-0.10.0-py3-none-any.whl (13 kB)\n",
      "Collecting bs4\n",
      "  Downloading bs4-0.0.1.tar.gz (1.1 kB)\n",
      "Collecting w3lib\n",
      "  Downloading w3lib-2.1.1-py3-none-any.whl (21 kB)\n",
      "Collecting pyppeteer>=0.0.14\n",
      "  Downloading pyppeteer-1.0.2-py3-none-any.whl (83 kB)\n",
      "Collecting parse\n",
      "  Downloading parse-1.19.0.tar.gz (30 kB)\n",
      "Requirement already satisfied: requests in c:\\users\\pc\\anaconda3\\lib\\site-packages (from requests-html) (2.25.1)\n",
      "Collecting fake-useragent\n",
      "  Downloading fake_useragent-1.1.3-py3-none-any.whl (50 kB)\n",
      "Collecting pyquery\n",
      "  Downloading pyquery-2.0.0-py3-none-any.whl (22 kB)\n",
      "Collecting pyee<9.0.0,>=8.1.0\n",
      "  Downloading pyee-8.2.2-py2.py3-none-any.whl (12 kB)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.4)\n",
      "Collecting websockets<11.0,>=10.0\n",
      "  Downloading websockets-10.4-cp38-cp38-win_amd64.whl (101 kB)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.59.0)\n",
      "Collecting certifi>=2021\n",
      "  Downloading certifi-2022.12.7-py3-none-any.whl (155 kB)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (3.10.0)\n",
      "Requirement already satisfied: zipp>=0.5 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.4.1)\n",
      "Requirement already satisfied: beautifulsoup4 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from bs4->requests-html) (4.9.3)\n",
      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.2.1)\n",
      "Collecting importlib-resources>=5.0\n",
      "  Downloading importlib_resources-5.12.0-py3-none-any.whl (36 kB)\n",
      "Requirement already satisfied: lxml>=2.1 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from pyquery->requests-html) (4.6.3)\n",
      "Collecting cssselect>=1.2.0\n",
      "  Downloading cssselect-1.2.0-py2.py3-none-any.whl (18 kB)\n",
      "Requirement already satisfied: chardet<5,>=3.0.2 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from requests->requests-html) (4.0.0)\n",
      "Requirement already satisfied: idna<3,>=2.5 in c:\\users\\pc\\anaconda3\\lib\\site-packages (from requests->requests-html) (2.10)\n",
      "Building wheels for collected packages: bs4, parse\n",
      "  Building wheel for bs4 (setup.py): started\n",
      "  Building wheel for bs4 (setup.py): finished with status 'done'\n",
      "  Created wheel for bs4: filename=bs4-0.0.1-py3-none-any.whl size=1273 sha256=e7d4d5a069a5dfa398d06efec89e1b0d90e676de7abb4542b2ce10200af928ca\n",
      "  Stored in directory: c:\\users\\pc\\appdata\\local\\pip\\cache\\wheels\\75\\78\\21\\68b124549c9bdc94f822c02fb9aa3578a669843f9767776bca\n",
      "  Building wheel for parse (setup.py): started\n",
      "  Building wheel for parse (setup.py): finished with status 'done'\n",
      "  Created wheel for parse: filename=parse-1.19.0-py3-none-any.whl size=24581 sha256=f205cea7b5991d811e3536e66e234640bc1047150663299fbafd5b752949fe79\n",
      "  Stored in directory: c:\\users\\pc\\appdata\\local\\pip\\cache\\wheels\\e5\\33\\1f\\68392720485b3ecf125a69e700baaab7624616deedea2fa6e2\n",
      "Successfully built bs4 parse\n",
      "Installing collected packages: websockets, pyee, importlib-resources, cssselect, certifi, w3lib, pyquery, pyppeteer, parse, fake-useragent, bs4, requests-html\n",
      "  Attempting uninstall: certifi\n",
      "    Found existing installation: certifi 2020.12.5\n",
      "    Uninstalling certifi-2020.12.5:\n",
      "      Successfully uninstalled certifi-2020.12.5\n",
      "Successfully installed bs4-0.0.1 certifi-2022.12.7 cssselect-1.2.0 fake-useragent-1.1.3 importlib-resources-5.12.0 parse-1.19.0 pyee-8.2.2 pyppeteer-1.0.2 pyquery-2.0.0 requests-html-0.10.0 w3lib-2.1.1 websockets-10.4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "conda-repo-cli 1.0.4 requires pathlib, which is not installed.\n",
      "anaconda-project 0.9.1 requires ruamel-yaml, which is not installed.\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0b013b4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入模块\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d99aa47b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2240364923%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compLogo': '5d00cd29501544662c97ebe001u.jpg', 'compName': '合创汽车', 'compId': 9550328, 'compScale': '1000-2000人', 'link': 'https://www.liepin.com/company/9550328/', 'compIndustry': '整车制造'}, 'job': {'labels': [], 'salary': '15-30k', 'dq': '广州-南沙区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '40364923', 'refreshTime': '20211116112740', 'title': '车产品经理', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35', 'link': 'https://www.liepin.com/job/1940364923.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '覃女士', 'recruiterTitle': '信息化总监', 'recruiterId': '4c1479d6012e7b86caa970d322aac25f', 'chatted': False, 'imId': 'a52981d937e43ae4351ff05530f680dd', 'imUserType': '2', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'dataParams': '{\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"imId\":\"a52981d937e43ae4351ff05530f680dd\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"4c1479d6012e7b86caa970d322aac25f\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2238193153%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '嘉联支付有限公司广州分公司', 'compId': 12691289, 'compScale': '50-99人', 'link': 'https://www.liepin.com/company/12691289/', 'compIndustry': '科技金融'}, 'job': {'labels': ['支付产品', '支付行业', '产品设计', '产品规划', '用户研究'], 'salary': '2-3k', 'dq': '广州-天河区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '38193153', 'refreshTime': '20210415123107', 'title': '储备干部—产品经理', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36', 'link': 'https://www.liepin.com/job/1938193153.shtml', 'requireEduLevel': '统招本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': 'HR', 'recruiterId': '913622d8dc81eb0e78ae6c25a4ad1833', 'chatted': False, 'imId': 'd0ae3dde372a86174383db9bf147ecbd', 'imUserType': '2', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataParams': '{\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"imId\":\"d0ae3dde372a86174383db9bf147ecbd\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"913622d8dc81eb0e78ae6c25a4ad1833\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2236091987%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '融资未公开', 'compLogo': '603470aab9834220c1e1405904u.jpg', 'compName': '广州视界行旅行社有限公司', 'compId': 12569735, 'compScale': '1-49人', 'link': 'https://www.liepin.com/company/12569735/', 'compIndustry': '酒店/民宿'}, 'job': {'labels': ['BD，业务，采购，', '酒店/旅行社合作'], 'salary': '6-11k', 'dq': '广州', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '36091987', 'refreshTime': '20210224104701', 'title': '酒店签约产品经理', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'link': 'https://www.liepin.com/job/1936091987.shtml', 'requireEduLevel': '中专/中技', 'requireWorkYears': '一年以下'}, 'recruiter': {'recruiterName': '李先生', 'recruiterTitle': '运营总监', 'recruiterId': 'b4e202c249d928a12ab21b867543c76b', 'chatted': False, 'imId': '84d19e79d4adc2a504612e645251413c', 'imUserType': '2', 'recruiterPhoto': '603486248f5866739fffda8207u.png'}, 'dataParams': '{\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"imId\":\"84d19e79d4adc2a504612e645251413c\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"b4e202c249d928a12ab21b867543c76b\",\"recruiterPhoto\":\"603486248f5866739fffda8207u.png\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2231738901%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '战略投资', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '广州视臻信息科技有限公司', 'compId': 9838667, 'compScale': '5000-10000人', 'link': 'https://www.liepin.com/company/9838667/', 'compIndustry': '计算机软件'}, 'job': {'labels': [], 'salary': '15-30k', 'dq': '广州-黄埔区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '31738901', 'refreshTime': '20200915191945', 'title': '产品经理', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'link': 'https://www.liepin.com/job/1931738901.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '黄先生', 'recruiterTitle': '产品助理', 'recruiterId': 'e2c8dc64bf6351839e99cda7b2bf580a', 'chatted': False, 'imId': 'f07475d7118ceba61b4fb320fc878e26', 'imUserType': '2', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': '{\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"imId\":\"f07475d7118ceba61b4fb320fc878e26\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"e2c8dc64bf6351839e99cda7b2bf580a\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2239588227%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compName': '广发证券股份有限公司广州分公司', 'compId': 9874217, 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/9874217/', 'compIndustry': '基金/证券/期货'}, 'job': {'labels': ['金融产品'], 'salary': '5-10k', 'dq': '广州', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '39588227', 'refreshTime': '20210527172606', 'title': '金融产品经理', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'link': 'https://www.liepin.com/job/1939588227.shtml', 'requireEduLevel': '统招本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '纪女士', 'recruiterTitle': '', 'recruiterId': '7ca01ec408ef1d30ae8e48b4e676e58b', 'chatted': False, 'imId': 'dfd87038bcffad82351ff05530f680dd', 'imUserType': '2', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'dataParams': '{\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"imId\":\"dfd87038bcffad82351ff05530f680dd\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"7ca01ec408ef1d30ae8e48b4e676e58b\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}], 'compList': []}, 'pagination': {'currentPage': 0, 'totalPage': 20, 'pageSize': 40, 'totalCounts': 800, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# 创建会话\n",
    "session = HTMLSession()\n",
    "\n",
    "# 设置头部\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=fb1025565f757630817e74a4b2b4fbbe; XSRF-TOKEN=DX4fqYp2QH2yRJWAG2TqqQ; __gc_id=517b33ba9e504043bee070eaf8ab11ca; _ga=GA1.1.1559100106.1682058956; __uuid=1682058958096.16; __tlog=1682058958097.66%7C00000000%7C00000000%7Cs_o_007%7Cs_o_007; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1682058959; acw_tc=276077ba16820589668546763eaa88e8513a8099999f2bb735573d6d6acc6f; UniqueKey=34ba69f3310cdbca7ecd4408bb1e9b04; liepin_login_valid=0; lt_auth=s%2BkKOnwDylTw43XZgDFZ7atOid2uBWqb%2FHRe1h8Hi9a0Dfbj4P%2FmQA%2BFqrkH%2FCoIqxMgdfgzMLb2N%2Bj7wHBP7UMU%2FVGklp6uv%2Fqk1nYeTeFhHuyflMXuqsjQQ5wtrXo6ykpgn2si0HU%3D; access_system=C; user_roles=0; need_bind_tel=false; new_user=true; c_flag=0d8fb48d632abd016bc38dfee01c7008; user_photo=5f8fa3bddfb13a7dee343d7608u.png; user_name=%E6%9D%8E%E6%A1%82%E5%8D%8E; inited_user=fb1025565f757630817e74a4b2b4fbbe; imClientId=1514d04033c003de5bf12686a89ed6f9; imId=1514d04033c003de72aeb9db3c9d8ba1; imClientId_0=1514d04033c003de5bf12686a89ed6f9; imId_0=1514d04033c003de72aeb9db3c9d8ba1; imApp_0=1; fe_im_opened_pages=1682059782816_1682059880335; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682059883; fe_im_connectJson_0=%7B%220_34ba69f3310cdbca7ecd4408bb1e9b04%22%3A%7B%22socketConnect%22%3A%221%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_socketSequence_new_0=4_4_4; __session_seq=15; __uv_seq=15; _ga_54YTJKWN86=GS1.1.1682058955.1.1.1682059942.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Microsoft Edge\";v=\"105\", \"Not)A;Brand\";v=\"8\", \"Chromium\";v=\"105\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# post请求\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers, verify=False)\n",
    "\n",
    "# 提取json\n",
    "response_data = r.json()\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "064c8291",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"胡先生\",\"jobId\":\"47544603\",\"imI...</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>9803471</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>...</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>f194b22457f2070ef1c68874fefd88f0</td>\n",
       "      <td>False</td>\n",
       "      <td>24464779696ae1f3c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobId\":\"57974857\",\"imI...</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>广联达</td>\n",
       "      <td>693385</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>25f6b1ac52e7301746c75814fc02784c</td>\n",
       "      <td>False</td>\n",
       "      <td>4424dbbb847efb7bd9f9b108068c7fc3</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"饶先生\",\"jobId\":\"57191493\",\"imI...</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>1421537</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>...</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>False</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"饶先生\",\"jobId\":\"57061851\",\"imI...</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>1421537</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>False</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"56924959\",\"imI...</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>12753371</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>8d160b6be5afbb63202b01fa8633e46c</td>\n",
       "      <td>False</td>\n",
       "      <td>3338a96140162a1413f41eedf071201e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobId\":\"56180361\",\"imI...</td>\n",
       "      <td>5bfe9c1a74719df0ac9a25de03a.png</td>\n",
       "      <td>广州银行信用卡</td>\n",
       "      <td>8866590</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/8866590/</td>\n",
       "      <td>银行</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>10-13k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td></td>\n",
       "      <td>d437e0ff406adb8abbe36e15a73a3fdb</td>\n",
       "      <td>False</td>\n",
       "      <td>2000a795a9a6a86dad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"田先生\",\"jobId\":\"52633137\",\"imI...</td>\n",
       "      <td>5ec39993f2540204574caa5008u.jpg</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>8080810</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8080810/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>[本科, IT类, 系统开发]</td>\n",
       "      <td>7-11k</td>\n",
       "      <td>...</td>\n",
       "      <td>田先生</td>\n",
       "      <td>人力资源招聘HRBP绩效经理</td>\n",
       "      <td>5553774e1dfc4bd94e578f26109225be</td>\n",
       "      <td>False</td>\n",
       "      <td>3d916811f6aedd61ef38cb0ce6f46cd7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"52175421\",\"imI...</td>\n",
       "      <td>6030a6c1701c060c94ace27002u.png</td>\n",
       "      <td>联通(广东)产业互联网有限公司</td>\n",
       "      <td>9095103</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9095103/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...</td>\n",
       "      <td>9-18k·18薪</td>\n",
       "      <td>...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>人力资源经理/主管</td>\n",
       "      <td>ec9218078fe56078643873581a669533</td>\n",
       "      <td>False</td>\n",
       "      <td>ee8ece450dc970726dadb487287a091a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"52085797\",\"imI...</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>8547388</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[硕士, 数据产品, 产品规划, 市场调研, 竞品分析]</td>\n",
       "      <td>10-23k</td>\n",
       "      <td>...</td>\n",
       "      <td>张女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>39a1728f031b9c655ddcbeeebfee86ac</td>\n",
       "      <td>False</td>\n",
       "      <td>df21e7893077a58b576c9077e768cf3d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"52085369\",\"imI...</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>8547388</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>...</td>\n",
       "      <td>张女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>39a1728f031b9c655ddcbeeebfee86ac</td>\n",
       "      <td>False</td>\n",
       "      <td>df21e7893077a58b576c9077e768cf3d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"周女士\",\"jobId\":\"51637219\",\"imI...</td>\n",
       "      <td>5bfffaba74719da073f0e13e03u.png</td>\n",
       "      <td>广东南方数码科技股份有限公司</td>\n",
       "      <td>8967569</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8967569/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]</td>\n",
       "      <td>7-13k</td>\n",
       "      <td>...</td>\n",
       "      <td>周女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>eebd41625cfa9d55eba9ddc94cd0caf7</td>\n",
       "      <td>False</td>\n",
       "      <td>7eabd8b3042658d7ef38cb0ce6f46cd7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"44935111\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州一九一九网络科技有限公司</td>\n",
       "      <td>12998701</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12998701/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[本科, 产品设计, 原型设计, 产品优化, 数据分析]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>cade02fc79d49a9a07345e990f68e06a</td>\n",
       "      <td>False</td>\n",
       "      <td>65866dcb30e2941a81aa296c287c375a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"田先生\",\"jobId\":\"43590821\",\"imI...</td>\n",
       "      <td>5ec39993f2540204574caa5008u.jpg</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>8080810</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8080810/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>7-10k</td>\n",
       "      <td>...</td>\n",
       "      <td>田先生</td>\n",
       "      <td>人力资源招聘HRBP绩效经理</td>\n",
       "      <td>5553774e1dfc4bd94e578f26109225be</td>\n",
       "      <td>False</td>\n",
       "      <td>3d916811f6aedd61ef38cb0ce6f46cd7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"梁先生\",\"jobId\":\"42835793\",\"imI...</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>12447389</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>[本科, 产品设计, 用户研究]</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>梁先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>f5e1bea9eb4f05f8ea417c3b3ac6c6bf</td>\n",
       "      <td>False</td>\n",
       "      <td>7143e556d3295235e030375514342674</td>\n",
       "      <td>2</td>\n",
       "      <td>60ddc4dbdc1dd861d761c42805u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"23528191\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州开发区人才交流服务中心</td>\n",
       "      <td>8933926</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8933926/</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>[学历不限]</td>\n",
       "      <td>6-15k</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>工作人员</td>\n",
       "      <td>42c777d33249035ee908c636be4572e2</td>\n",
       "      <td>False</td>\n",
       "      <td>46a2dc0dbdb73e38d3eb8c93eeb0aca8</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"23508203\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州开发区人才交流服务中心</td>\n",
       "      <td>8933926</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8933926/</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>[学历不限]</td>\n",
       "      <td>7-11k</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>工作人员</td>\n",
       "      <td>42c777d33249035ee908c636be4572e2</td>\n",
       "      <td>False</td>\n",
       "      <td>46a2dc0dbdb73e38d3eb8c93eeb0aca8</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"23479325\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州开发区人才交流服务中心</td>\n",
       "      <td>8933926</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8933926/</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>[学历不限]</td>\n",
       "      <td>5-15k</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>工作人员</td>\n",
       "      <td>42c777d33249035ee908c636be4572e2</td>\n",
       "      <td>False</td>\n",
       "      <td>46a2dc0dbdb73e38d3eb8c93eeb0aca8</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"校园招聘\",\"jobId\":\"518911\",\"jobK...</td>\n",
       "      <td>620dea10dd77d50cb82e806105u.png</td>\n",
       "      <td>中国联合网络通信有限公司广州市分公司</td>\n",
       "      <td>9370318</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9370318/</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>[]</td>\n",
       "      <td>面议</td>\n",
       "      <td>...</td>\n",
       "      <td>校园招聘</td>\n",
       "      <td>校招HR</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5ca48f59509919fa0ea17f1f07u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"廖女士\",\"jobId\":\"57195307\",\"imI...</td>\n",
       "      <td>5b3d6f5b8e508f32d960ed2604a.jpg</td>\n",
       "      <td>茉莉传媒</td>\n",
       "      <td>9608440</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9608440/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>...</td>\n",
       "      <td>廖女士</td>\n",
       "      <td></td>\n",
       "      <td>981b13258990cc6d436fdf375830a447</td>\n",
       "      <td>False</td>\n",
       "      <td>e45395410508ae97cd74bb959a88946e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"57193375\",\"imI...</td>\n",
       "      <td>5b3d6f5b8e508f32d960ed2604a.jpg</td>\n",
       "      <td>茉莉传媒</td>\n",
       "      <td>9608440</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9608440/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>04d86436f78ae4e742d54e61ba569318</td>\n",
       "      <td>False</td>\n",
       "      <td>4ed3d1cebc9244a68d1ff84e0a6c6898</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"57104845\",\"imI...</td>\n",
       "      <td>5b3d6f5b8e508f32d960ed2604a.jpg</td>\n",
       "      <td>茉莉传媒</td>\n",
       "      <td>9608440</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9608440/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>04d86436f78ae4e742d54e61ba569318</td>\n",
       "      <td>False</td>\n",
       "      <td>4ed3d1cebc9244a68d1ff84e0a6c6898</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"jobId\":\"52653127\",\"imI...</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>7863327</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>4-5k</td>\n",
       "      <td>...</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>False</td>\n",
       "      <td>beff7093463e459a613348042573671f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"汤先生\",\"jobId\":\"52547239\",\"imI...</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>...</td>\n",
       "      <td>汤先生</td>\n",
       "      <td></td>\n",
       "      <td>aa5178a66d1486a14b91c95b97d12f77</td>\n",
       "      <td>False</td>\n",
       "      <td>8d99c684336f6a8a78efc05f67c8e059</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"51957245\",\"imI...</td>\n",
       "      <td>5f5dcedbea60860b751dde8904u.png</td>\n",
       "      <td>城建设计院</td>\n",
       "      <td>9961079</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9961079/</td>\n",
       "      <td>建筑/工程设计</td>\n",
       "      <td>[硕士]</td>\n",
       "      <td>9-12k</td>\n",
       "      <td>...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>e6ae796d51b328b7cfb55cf8ac07e869</td>\n",
       "      <td>False</td>\n",
       "      <td>27889d000b04e381a9f0273dd33fa30b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"jobId\":\"50868041\",\"imI...</td>\n",
       "      <td>5bfe964e74719df0ac98ff4d03a.png</td>\n",
       "      <td>光宝科技(常州)有限公司</td>\n",
       "      <td>1147021</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/1147021/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>[本科, 电子/半导体, 通信/网络设备]</td>\n",
       "      <td>6-8k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>赵女士</td>\n",
       "      <td></td>\n",
       "      <td>cb6716a4c26311016b851aaea7b26730</td>\n",
       "      <td>False</td>\n",
       "      <td>21a13ffda91f2be2894648012f776b17</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"校园招聘\",\"jobId\":\"529051\",\"jobK...</td>\n",
       "      <td>5bfffb3674719da073f123fc03u.png</td>\n",
       "      <td>尚航科技</td>\n",
       "      <td>8774355</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8774355/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[]</td>\n",
       "      <td>10-17k</td>\n",
       "      <td>...</td>\n",
       "      <td>校园招聘</td>\n",
       "      <td>校招HR</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5ca48f59509919fa0ea17f1f07u.png</td>\n",
       "      <td>D轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"王先生\",\"jobId\":\"44041325\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州数方网络科技有限公司</td>\n",
       "      <td>12244247</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12244247/</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>[硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]</td>\n",
       "      <td>300元/天</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>合伙人</td>\n",
       "      <td>cd7ad3180b3da658793aa6e6534d8619</td>\n",
       "      <td>False</td>\n",
       "      <td>5f3473079fe7d907dfb6df235db455f2</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobId\":\"52377455\",\"imI...</td>\n",
       "      <td>5ae1750c8e50ff6eb70569ad05a.jpg</td>\n",
       "      <td>友邦资讯科技(广州)有限公司</td>\n",
       "      <td>1640101</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/1640101/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]</td>\n",
       "      <td>150-200元/天</td>\n",
       "      <td>...</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>bf310ace2505d3415de3d46cd3d7dbb8</td>\n",
       "      <td>False</td>\n",
       "      <td>a0c76e691dcb4fc51a8f292380bb6cab</td>\n",
       "      <td>2</td>\n",
       "      <td>61d6ce21b10cc11ae96008f502u.png</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"57103675\",\"imI...</td>\n",
       "      <td>608929f85e8a1c32e33be8c504u.png</td>\n",
       "      <td>中望软件</td>\n",
       "      <td>1070270</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/1070270/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]</td>\n",
       "      <td>150-250元/天</td>\n",
       "      <td>...</td>\n",
       "      <td>张女士</td>\n",
       "      <td></td>\n",
       "      <td>ad10b2b5c605f4bfdf6a15188c0e6c29</td>\n",
       "      <td>False</td>\n",
       "      <td>92de957c48850436e780be9e721bd5b9</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"imI...</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>873330</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>日化</td>\n",
       "      <td>[to C, 电子商务, 消费品]</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>False</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>13103111</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>[数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...</td>\n",
       "      <td>9-20k</td>\n",
       "      <td>...</td>\n",
       "      <td>巢女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f7637977411b86467332ec93bce4deb</td>\n",
       "      <td>False</td>\n",
       "      <td>6ab9ed693b6c1c9ef72c2cb241b5d2db</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"imI...</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>8635284</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>13-16k</td>\n",
       "      <td>...</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>5101bdeab7487e5c1d0a1fdec36fba93</td>\n",
       "      <td>False</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "      <td>硕士</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"jobId\":\"55322015\",\"imI...</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>8635284</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>10-14k</td>\n",
       "      <td>...</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>5101bdeab7487e5c1d0a1fdec36fba93</td>\n",
       "      <td>False</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"57678719\",\"imI...</td>\n",
       "      <td>6244a928327ecf47c9370ace01u.jpg</td>\n",
       "      <td>广发证券股份有限公司广州环市东路证券营业部</td>\n",
       "      <td>13501215</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13501215/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[证券类]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>...</td>\n",
       "      <td>张女士</td>\n",
       "      <td>营销后勤</td>\n",
       "      <td>221a63b5ccc754dccedc73674aa09304</td>\n",
       "      <td>False</td>\n",
       "      <td>5db5e3b62255ab0ad13849bb1c3ef75a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"潘女士\",\"jobId\":\"57723309\",\"imI...</td>\n",
       "      <td>5f0e8273639c8353866faf6d01u.png</td>\n",
       "      <td>凡科</td>\n",
       "      <td>8565691</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8565691/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...</td>\n",
       "      <td>8-11k</td>\n",
       "      <td>...</td>\n",
       "      <td>潘女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>00a147b384567427fd08789b64b2ab78</td>\n",
       "      <td>False</td>\n",
       "      <td>d5b785128e48827bf0e943e3aa9ed4a9</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>新三板上市</td>\n",
       "      <td>本科</td>\n",
       "      <td>一年以下</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"imI...</td>\n",
       "      <td>5d00cd29501544662c97ebe001u.jpg</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>9550328</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9550328/</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>覃女士</td>\n",
       "      <td>信息化总监</td>\n",
       "      <td>4c1479d6012e7b86caa970d322aac25f</td>\n",
       "      <td>False</td>\n",
       "      <td>a52981d937e43ae4351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>嘉联支付有限公司广州分公司</td>\n",
       "      <td>12691289</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12691289/</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 产品规划, 用户研究]</td>\n",
       "      <td>2-3k</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>913622d8dc81eb0e78ae6c25a4ad1833</td>\n",
       "      <td>False</td>\n",
       "      <td>d0ae3dde372a86174383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"imI...</td>\n",
       "      <td>603470aab9834220c1e1405904u.jpg</td>\n",
       "      <td>广州视界行旅行社有限公司</td>\n",
       "      <td>12569735</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12569735/</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>6-11k</td>\n",
       "      <td>...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>运营总监</td>\n",
       "      <td>b4e202c249d928a12ab21b867543c76b</td>\n",
       "      <td>False</td>\n",
       "      <td>84d19e79d4adc2a504612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>603486248f5866739fffda8207u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>一年以下</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州视臻信息科技有限公司</td>\n",
       "      <td>9838667</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/9838667/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>产品助理</td>\n",
       "      <td>e2c8dc64bf6351839e99cda7b2bf580a</td>\n",
       "      <td>False</td>\n",
       "      <td>f07475d7118ceba61b4fb320fc878e26</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"imI...</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>...</td>\n",
       "      <td>纪女士</td>\n",
       "      <td></td>\n",
       "      <td>7ca01ec408ef1d30ae8e48b4e676e58b</td>\n",
       "      <td>False</td>\n",
       "      <td>dfd87038bcffad82351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
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       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
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       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
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       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
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       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
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       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"胡先生\",\"jobId\":\"47544603\",\"imI...   \n",
       "1   {\"recruiterName\":\"张先生\",\"jobId\":\"57974857\",\"imI...   \n",
       "2   {\"recruiterName\":\"饶先生\",\"jobId\":\"57191493\",\"imI...   \n",
       "3   {\"recruiterName\":\"饶先生\",\"jobId\":\"57061851\",\"imI...   \n",
       "4   {\"recruiterName\":\"陈女士\",\"jobId\":\"56924959\",\"imI...   \n",
       "5   {\"recruiterName\":\"吴女士\",\"jobId\":\"56180361\",\"imI...   \n",
       "6   {\"recruiterName\":\"田先生\",\"jobId\":\"52633137\",\"imI...   \n",
       "7   {\"recruiterName\":\"李先生\",\"jobId\":\"52175421\",\"imI...   \n",
       "8   {\"recruiterName\":\"张女士\",\"jobId\":\"52085797\",\"imI...   \n",
       "9   {\"recruiterName\":\"张女士\",\"jobId\":\"52085369\",\"imI...   \n",
       "10  {\"recruiterName\":\"周女士\",\"jobId\":\"51637219\",\"imI...   \n",
       "11  {\"recruiterName\":\"李先生\",\"jobId\":\"44935111\",\"imI...   \n",
       "12  {\"recruiterName\":\"田先生\",\"jobId\":\"43590821\",\"imI...   \n",
       "13  {\"recruiterName\":\"梁先生\",\"jobId\":\"42835793\",\"imI...   \n",
       "14  {\"recruiterName\":\"李女士\",\"jobId\":\"23528191\",\"imI...   \n",
       "15  {\"recruiterName\":\"李女士\",\"jobId\":\"23508203\",\"imI...   \n",
       "16  {\"recruiterName\":\"李女士\",\"jobId\":\"23479325\",\"imI...   \n",
       "17  {\"recruiterName\":\"校园招聘\",\"jobId\":\"518911\",\"jobK...   \n",
       "18  {\"recruiterName\":\"廖女士\",\"jobId\":\"57195307\",\"imI...   \n",
       "19  {\"recruiterName\":\"杨女士\",\"jobId\":\"57193375\",\"imI...   \n",
       "20  {\"recruiterName\":\"杨女士\",\"jobId\":\"57104845\",\"imI...   \n",
       "21  {\"recruiterName\":\"黎先生\",\"jobId\":\"52653127\",\"imI...   \n",
       "22  {\"recruiterName\":\"汤先生\",\"jobId\":\"52547239\",\"imI...   \n",
       "23  {\"recruiterName\":\"李先生\",\"jobId\":\"51957245\",\"imI...   \n",
       "24  {\"recruiterName\":\"赵女士\",\"jobId\":\"50868041\",\"imI...   \n",
       "25  {\"recruiterName\":\"校园招聘\",\"jobId\":\"529051\",\"jobK...   \n",
       "26  {\"recruiterName\":\"王先生\",\"jobId\":\"44041325\",\"imI...   \n",
       "27  {\"recruiterName\":\"郑女士\",\"jobId\":\"52377455\",\"imI...   \n",
       "28  {\"recruiterName\":\"张女士\",\"jobId\":\"57103675\",\"imI...   \n",
       "29  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"imI...   \n",
       "30  {\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"imI...   \n",
       "31  {\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"imI...   \n",
       "32  {\"recruiterName\":\"黎先生\",\"jobId\":\"55322015\",\"imI...   \n",
       "33  {\"recruiterName\":\"张女士\",\"jobId\":\"57678719\",\"imI...   \n",
       "34  {\"recruiterName\":\"潘女士\",\"jobId\":\"57723309\",\"imI...   \n",
       "35  {\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"imI...   \n",
       "36  {\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"imI...   \n",
       "37  {\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"imI...   \n",
       "38  {\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"imI...   \n",
       "39  {\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"imI...   \n",
       "\n",
       "                      comp.compLogo          comp.compName  comp.compId  \\\n",
       "0   5da02d450c1585184590d96f08u.png                 泰邦生物集团      9803471   \n",
       "1   5bfe954674719dc6ed7416af03a.png                    广联达       693385   \n",
       "2   5bfea33774719d2aa34c7eb903a.png                   广发证券      1421537   \n",
       "3   5bfea33774719d2aa34c7eb903a.png                   广发证券      1421537   \n",
       "4   61aeb56ca53a6d21af3c33ed04u.png           高勘(广州)技术有限公司     12753371   \n",
       "5   5bfe9c1a74719df0ac9a25de03a.png                广州银行信用卡      8866590   \n",
       "6   5ec39993f2540204574caa5008u.jpg                   汤臣倍健      8080810   \n",
       "7   6030a6c1701c060c94ace27002u.png        联通(广东)产业互联网有限公司      9095103   \n",
       "8   6242b195ca47ff43908033f907u.png               广电运通金融电子      8547388   \n",
       "9   6242b195ca47ff43908033f907u.png               广电运通金融电子      8547388   \n",
       "10  5bfffaba74719da073f0e13e03u.png         广东南方数码科技股份有限公司      8967569   \n",
       "11  61b07937d0458d53c627567e02u.jpg         广州一九一九网络科技有限公司     12998701   \n",
       "12  5ec39993f2540204574caa5008u.jpg                   汤臣倍健      8080810   \n",
       "13  61c1924e642c8c0bf718876205u.png                   广金征信     12447389   \n",
       "14  61b07937d0458d53c627567e02u.jpg          广州开发区人才交流服务中心      8933926   \n",
       "15  61b07937d0458d53c627567e02u.jpg          广州开发区人才交流服务中心      8933926   \n",
       "16  61b07937d0458d53c627567e02u.jpg          广州开发区人才交流服务中心      8933926   \n",
       "17  620dea10dd77d50cb82e806105u.png     中国联合网络通信有限公司广州市分公司      9370318   \n",
       "18  5b3d6f5b8e508f32d960ed2604a.jpg                   茉莉传媒      9608440   \n",
       "19  5b3d6f5b8e508f32d960ed2604a.jpg                   茉莉传媒      9608440   \n",
       "20  5b3d6f5b8e508f32d960ed2604a.jpg                   茉莉传媒      9608440   \n",
       "21  5cc116c89fae687d43343d7308u.png                   润建股份      7863327   \n",
       "22  60ab7b474005a2070875f99702u.png        广发证券股份有限公司广州分公司      9874217   \n",
       "23  5f5dcedbea60860b751dde8904u.png                  城建设计院      9961079   \n",
       "24  5bfe964e74719df0ac98ff4d03a.png           光宝科技(常州)有限公司      1147021   \n",
       "25  5bfffb3674719da073f123fc03u.png                   尚航科技      8774355   \n",
       "26  61b07937d0458d53c627567e02u.jpg           广州数方网络科技有限公司     12244247   \n",
       "27  5ae1750c8e50ff6eb70569ad05a.jpg         友邦资讯科技(广州)有限公司      1640101   \n",
       "28  608929f85e8a1c32e33be8c504u.png                   中望软件      1070270   \n",
       "29  54d1e9c6712e7147fd813b3801a.png               广州宝洁有限公司       873330   \n",
       "30  61b07937d0458d53c627567e02u.jpg             广州奥昆食品有限公司     13103111   \n",
       "31  63b4d9f0a0380858a9711da306u.png                   嘉为科技      8635284   \n",
       "32  63b4d9f0a0380858a9711da306u.png                   嘉为科技      8635284   \n",
       "33  6244a928327ecf47c9370ace01u.jpg  广发证券股份有限公司广州环市东路证券营业部     13501215   \n",
       "34  5f0e8273639c8353866faf6d01u.png                     凡科      8565691   \n",
       "35  5d00cd29501544662c97ebe001u.jpg                   合创汽车      9550328   \n",
       "36  61b07937d0458d53c627567e02u.jpg          嘉联支付有限公司广州分公司     12691289   \n",
       "37  603470aab9834220c1e1405904u.jpg           广州视界行旅行社有限公司     12569735   \n",
       "38  61b07937d0458d53c627567e02u.jpg           广州视臻信息科技有限公司      9838667   \n",
       "39  60ab7b474005a2070875f99702u.png        广发证券股份有限公司广州分公司      9874217   \n",
       "\n",
       "   comp.compScale                                 comp.link comp.compIndustry  \\\n",
       "0      1000-2000人   https://www.liepin.com/company/9803471/                制药   \n",
       "1      2000-5000人    https://www.liepin.com/company/693385/               互联网   \n",
       "2     5000-10000人   https://www.liepin.com/company/1421537/          基金/证券/期货   \n",
       "3     5000-10000人   https://www.liepin.com/company/1421537/          基金/证券/期货   \n",
       "4          50-99人  https://www.liepin.com/company/12753371/              通信设备   \n",
       "5      1000-2000人   https://www.liepin.com/company/8866590/                银行   \n",
       "6      2000-5000人   https://www.liepin.com/company/8080810/          食品/饮料/酒水   \n",
       "7      1000-2000人   https://www.liepin.com/company/9095103/               互联网   \n",
       "8        10000人以上   https://www.liepin.com/company/8547388/             计算机软件   \n",
       "9        10000人以上   https://www.liepin.com/company/8547388/             计算机软件   \n",
       "10       500-999人   https://www.liepin.com/company/8967569/             计算机软件   \n",
       "11          1-49人  https://www.liepin.com/company/12998701/               互联网   \n",
       "12     2000-5000人   https://www.liepin.com/company/8080810/          食品/饮料/酒水   \n",
       "13         50-99人  https://www.liepin.com/company/12447389/            专业技术服务   \n",
       "14       100-499人   https://www.liepin.com/company/8933926/              其他行业   \n",
       "15       100-499人   https://www.liepin.com/company/8933926/              其他行业   \n",
       "16       100-499人   https://www.liepin.com/company/8933926/              其他行业   \n",
       "17     2000-5000人   https://www.liepin.com/company/9370318/              通信设备   \n",
       "18       100-499人   https://www.liepin.com/company/9608440/               互联网   \n",
       "19       100-499人   https://www.liepin.com/company/9608440/               互联网   \n",
       "20       100-499人   https://www.liepin.com/company/9608440/               互联网   \n",
       "21    5000-10000人   https://www.liepin.com/company/7863327/              通信设备   \n",
       "22     2000-5000人   https://www.liepin.com/company/9874217/          基金/证券/期货   \n",
       "23       100-499人   https://www.liepin.com/company/9961079/           建筑/工程设计   \n",
       "24       500-999人   https://www.liepin.com/company/1147021/       电子/半导体/集成电路   \n",
       "25       100-499人   https://www.liepin.com/company/8774355/               互联网   \n",
       "26          1-49人  https://www.liepin.com/company/12244247/              培训服务   \n",
       "27     2000-5000人   https://www.liepin.com/company/1640101/             计算机软件   \n",
       "28     1000-2000人   https://www.liepin.com/company/1070270/             计算机软件   \n",
       "29       10000人以上    https://www.liepin.com/company/873330/                日化   \n",
       "30     1000-2000人  https://www.liepin.com/company/13103111/          食品/饮料/酒水   \n",
       "31       500-999人   https://www.liepin.com/company/8635284/              IT服务   \n",
       "32       500-999人   https://www.liepin.com/company/8635284/              IT服务   \n",
       "33          1-49人  https://www.liepin.com/company/13501215/          基金/证券/期货   \n",
       "34       500-999人   https://www.liepin.com/company/8565691/               互联网   \n",
       "35     1000-2000人   https://www.liepin.com/company/9550328/              整车制造   \n",
       "36         50-99人  https://www.liepin.com/company/12691289/              科技金融   \n",
       "37          1-49人  https://www.liepin.com/company/12569735/             酒店/民宿   \n",
       "38    5000-10000人   https://www.liepin.com/company/9838667/             计算机软件   \n",
       "39     2000-5000人   https://www.liepin.com/company/9874217/          基金/证券/期货   \n",
       "\n",
       "                                           job.labels  job.salary  ...  \\\n",
       "0                                                [本科]       8-10k  ...   \n",
       "1                              [本科, 产品设计, 用户研究, 产品规划]  15-25k·15薪  ...   \n",
       "2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  19-20k·18薪  ...   \n",
       "3                        [硕士, 内容产品, 金融行业, to G, 需求分析]      19-25k  ...   \n",
       "4                              [硕士, 数据产品, 用户研究, 团队管理]  15-20k·14薪  ...   \n",
       "5                                                [本科]  10-13k·14薪  ...   \n",
       "6                                     [本科, IT类, 系统开发]       7-11k  ...   \n",
       "7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   9-18k·18薪  ...   \n",
       "8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]      10-23k  ...   \n",
       "9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]      10-20k  ...   \n",
       "10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]       7-13k  ...   \n",
       "11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]      20-30k  ...   \n",
       "12                                               [本科]       7-10k  ...   \n",
       "13                                   [本科, 产品设计, 用户研究]      12-25k  ...   \n",
       "14                                             [学历不限]       6-15k  ...   \n",
       "15                                             [学历不限]       7-11k  ...   \n",
       "16                                             [学历不限]       5-15k  ...   \n",
       "17                                                 []          面议  ...   \n",
       "18                                               [本科]        6-8k  ...   \n",
       "19                                               [本科]        6-8k  ...   \n",
       "20                                               [本科]        5-8k  ...   \n",
       "21                                               [本科]        4-5k  ...   \n",
       "22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...        4-8k  ...   \n",
       "23                                               [硕士]       9-12k  ...   \n",
       "24                              [本科, 电子/半导体, 通信/网络设备]    6-8k·13薪  ...   \n",
       "25                                                 []      10-17k  ...   \n",
       "26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]      300元/天  ...   \n",
       "27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  150-200元/天  ...   \n",
       "28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  150-250元/天  ...   \n",
       "29                                  [to C, 电子商务, 消费品]  20-40k·14薪  ...   \n",
       "30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...       9-20k  ...   \n",
       "31                                             [to B]      13-16k  ...   \n",
       "32                                             [to B]      10-14k  ...   \n",
       "33                                              [证券类]       5-10k  ...   \n",
       "34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...       8-11k  ...   \n",
       "35                                                 []      15-30k  ...   \n",
       "36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]        2-3k  ...   \n",
       "37                              [BD，业务，采购，, 酒店/旅行社合作]       6-11k  ...   \n",
       "38                                                 []      15-30k  ...   \n",
       "39                                             [金融产品]       5-10k  ...   \n",
       "\n",
       "   recruiter.recruiterName  recruiter.recruiterTitle  \\\n",
       "0                      胡先生                      招聘主管   \n",
       "1                      张先生                   招聘经理/主管   \n",
       "2                      饶先生                      招聘经理   \n",
       "3                      饶先生                      招聘经理   \n",
       "4                      陈女士                             \n",
       "5                      吴女士                             \n",
       "6                      田先生            人力资源招聘HRBP绩效经理   \n",
       "7                      李先生                 人力资源经理/主管   \n",
       "8                      张女士                      招聘主管   \n",
       "9                      张女士                      招聘主管   \n",
       "10                     周女士                      猎头顾问   \n",
       "11                     李先生                      人力经理   \n",
       "12                     田先生            人力资源招聘HRBP绩效经理   \n",
       "13                     梁先生                        HR   \n",
       "14                     李女士                      工作人员   \n",
       "15                     李女士                      工作人员   \n",
       "16                     李女士                      工作人员   \n",
       "17                    校园招聘                      校招HR   \n",
       "18                     廖女士                             \n",
       "19                     杨女士                      招聘主管   \n",
       "20                     杨女士                      招聘主管   \n",
       "21                     黎先生                      招聘主管   \n",
       "22                     汤先生                             \n",
       "23                     李先生                      招聘主管   \n",
       "24                     赵女士                             \n",
       "25                    校园招聘                      校招HR   \n",
       "26                     王先生                       合伙人   \n",
       "27                     郑女士                      HRBP   \n",
       "28                     张女士                             \n",
       "29                     冯先生                 Recruiter   \n",
       "30                     巢女士                        HR   \n",
       "31                     黎先生                        HR   \n",
       "32                     黎先生                        HR   \n",
       "33                     张女士                      营销后勤   \n",
       "34                     潘女士                      招聘经理   \n",
       "35                     覃女士                     信息化总监   \n",
       "36                     陈女士                        HR   \n",
       "37                     李先生                      运营总监   \n",
       "38                     黄先生                      产品助理   \n",
       "39                     纪女士                             \n",
       "\n",
       "               recruiter.recruiterId recruiter.chatted  \\\n",
       "0   f194b22457f2070ef1c68874fefd88f0             False   \n",
       "1   25f6b1ac52e7301746c75814fc02784c             False   \n",
       "2   c8b040414c97595a274a08c89b7442b4             False   \n",
       "3   c8b040414c97595a274a08c89b7442b4             False   \n",
       "4   8d160b6be5afbb63202b01fa8633e46c             False   \n",
       "5   d437e0ff406adb8abbe36e15a73a3fdb             False   \n",
       "6   5553774e1dfc4bd94e578f26109225be             False   \n",
       "7   ec9218078fe56078643873581a669533             False   \n",
       "8   39a1728f031b9c655ddcbeeebfee86ac             False   \n",
       "9   39a1728f031b9c655ddcbeeebfee86ac             False   \n",
       "10  eebd41625cfa9d55eba9ddc94cd0caf7             False   \n",
       "11  cade02fc79d49a9a07345e990f68e06a             False   \n",
       "12  5553774e1dfc4bd94e578f26109225be             False   \n",
       "13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf             False   \n",
       "14  42c777d33249035ee908c636be4572e2             False   \n",
       "15  42c777d33249035ee908c636be4572e2             False   \n",
       "16  42c777d33249035ee908c636be4572e2             False   \n",
       "17                                               False   \n",
       "18  981b13258990cc6d436fdf375830a447             False   \n",
       "19  04d86436f78ae4e742d54e61ba569318             False   \n",
       "20  04d86436f78ae4e742d54e61ba569318             False   \n",
       "21  ed79e9abb562c2c2e3f3af8aab9ad0d7             False   \n",
       "22  aa5178a66d1486a14b91c95b97d12f77             False   \n",
       "23  e6ae796d51b328b7cfb55cf8ac07e869             False   \n",
       "24  cb6716a4c26311016b851aaea7b26730             False   \n",
       "25                                               False   \n",
       "26  cd7ad3180b3da658793aa6e6534d8619             False   \n",
       "27  bf310ace2505d3415de3d46cd3d7dbb8             False   \n",
       "28  ad10b2b5c605f4bfdf6a15188c0e6c29             False   \n",
       "29  f7de5de3cbf7fd89b9bfda7f445931e2             False   \n",
       "30  5f7637977411b86467332ec93bce4deb             False   \n",
       "31  5101bdeab7487e5c1d0a1fdec36fba93             False   \n",
       "32  5101bdeab7487e5c1d0a1fdec36fba93             False   \n",
       "33  221a63b5ccc754dccedc73674aa09304             False   \n",
       "34  00a147b384567427fd08789b64b2ab78             False   \n",
       "35  4c1479d6012e7b86caa970d322aac25f             False   \n",
       "36  913622d8dc81eb0e78ae6c25a4ad1833             False   \n",
       "37  b4e202c249d928a12ab21b867543c76b             False   \n",
       "38  e2c8dc64bf6351839e99cda7b2bf580a             False   \n",
       "39  7ca01ec408ef1d30ae8e48b4e676e58b             False   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       "1   4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       "2   80b8e48c629e0b0704612e645251413c                    2   \n",
       "3   80b8e48c629e0b0704612e645251413c                    2   \n",
       "4   3338a96140162a1413f41eedf071201e                    2   \n",
       "5   2000a795a9a6a86dad8732728d6065d6                    2   \n",
       "6   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       "7   ee8ece450dc970726dadb487287a091a                    2   \n",
       "8   df21e7893077a58b576c9077e768cf3d                    2   \n",
       "9   df21e7893077a58b576c9077e768cf3d                    2   \n",
       "10  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       "11  65866dcb30e2941a81aa296c287c375a                    2   \n",
       "12  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       "13  7143e556d3295235e030375514342674                    2   \n",
       "14  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       "15  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       "16  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       "17                               NaN                  NaN   \n",
       "18  e45395410508ae97cd74bb959a88946e                    2   \n",
       "19  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       "20  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       "21  beff7093463e459a613348042573671f                    2   \n",
       "22  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       "23  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       "24  21a13ffda91f2be2894648012f776b17                    2   \n",
       "25                               NaN                  NaN   \n",
       "26  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       "27  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       "28  92de957c48850436e780be9e721bd5b9                    2   \n",
       "29  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       "30  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       "31  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       "32  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       "33  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       "34  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       "35  a52981d937e43ae4351ff05530f680dd                    2   \n",
       "36  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       "37  84d19e79d4adc2a504612e645251413c                    2   \n",
       "38  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       "39  dfd87038bcffad82351ff05530f680dd                    2   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compStage  job.requireEduLevel  \\\n",
       "0   5f8f986c79c7cc70efbf36c808u.jpg            NaN                  NaN   \n",
       "1   5f8f9868f6d1ab58476f24a008u.jpg            已上市                  NaN   \n",
       "2   5f8f986c79c7cc70efbf36c808u.jpg            已上市                  NaN   \n",
       "3   5f8f986c79c7cc70efbf36c808u.jpg            已上市                  NaN   \n",
       "4   5f8f98648dbe6273dcf8515508u.jpg             A轮                  NaN   \n",
       "5   5f8f98648dbe6273dcf8515508u.jpg            NaN                  NaN   \n",
       "6   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市                  NaN   \n",
       "7   5f8f986aea60860b75384fab08u.jpg            NaN                  NaN   \n",
       "8   5f8f986779c7cc70efbf36c008u.jpg         沪深A股上市                  NaN   \n",
       "9   5f8f986779c7cc70efbf36c008u.jpg         沪深A股上市                  NaN   \n",
       "10  5f8f986779c7cc70efbf36c008u.jpg            NaN                  NaN   \n",
       "11  5f8f98698dbe6273dcf8516008u.jpg            NaN                  NaN   \n",
       "12  5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市                  NaN   \n",
       "13  60ddc4dbdc1dd861d761c42805u.png            NaN                  NaN   \n",
       "14  5f8f9866dfb13a7dee342f1808u.jpg            NaN                  NaN   \n",
       "15  5f8f9866dfb13a7dee342f1808u.jpg            NaN                  NaN   \n",
       "16  5f8f9866dfb13a7dee342f1808u.jpg            NaN                  NaN   \n",
       "17  5ca48f59509919fa0ea17f1f07u.png            NaN                  NaN   \n",
       "18  5f8f9865ea60860b75384fa508u.jpg             其他                  NaN   \n",
       "19  5f8f9865ea60860b75384fa508u.jpg             其他                  NaN   \n",
       "20  5f8f9865ea60860b75384fa508u.jpg             其他                  NaN   \n",
       "21  5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市                  NaN   \n",
       "22  5f8f986bdfb13a7dee342f2108u.jpg           港股上市                  NaN   \n",
       "23  5f8f9868f6d1ab58476f24a008u.jpg            NaN                  NaN   \n",
       "24  5f8f98648dbe6273dcf8515508u.jpg            NaN                  NaN   \n",
       "25  5ca48f59509919fa0ea17f1f07u.png             D轮                  NaN   \n",
       "26  5f8f986c79c7cc70efbf36c808u.jpg            NaN                  NaN   \n",
       "27  61d6ce21b10cc11ae96008f502u.png           港股上市                  NaN   \n",
       "28  5f8f9866dfb13a7dee342f1808u.jpg          科创板上市                  NaN   \n",
       "29  63a9534728c57209b0f4aa0505u.png            NaN                 统招本科   \n",
       "30  5f8f9866dfb13a7dee342f1808u.jpg            NaN                   大专   \n",
       "31  5f8f986bdfb13a7dee342f2108u.jpg             B轮                   硕士   \n",
       "32  5f8f986bdfb13a7dee342f2108u.jpg             B轮                 统招本科   \n",
       "33  5f8f9863f6d1ab58476f246a08u.jpg          融资未公开                   本科   \n",
       "34  5f8f98648dbe6273dcf8515508u.jpg          新三板上市                   本科   \n",
       "35  5f8f9866dfb13a7dee342f1808u.jpg            NaN                   本科   \n",
       "36  5f8f986779c7cc70efbf36c008u.jpg            NaN                 统招本科   \n",
       "37  603486248f5866739fffda8207u.png          融资未公开                中专/中技   \n",
       "38  5f8f986bdfb13a7dee342f2108u.jpg           战略投资                   本科   \n",
       "39  5f8f9866dfb13a7dee342f1808u.jpg           港股上市                 统招本科   \n",
       "\n",
       "   job.requireWorkYears  \n",
       "0                   NaN  \n",
       "1                   NaN  \n",
       "2                   NaN  \n",
       "3                   NaN  \n",
       "4                   NaN  \n",
       "5                   NaN  \n",
       "6                   NaN  \n",
       "7                   NaN  \n",
       "8                   NaN  \n",
       "9                   NaN  \n",
       "10                  NaN  \n",
       "11                  NaN  \n",
       "12                  NaN  \n",
       "13                  NaN  \n",
       "14                  NaN  \n",
       "15                  NaN  \n",
       "16                  NaN  \n",
       "17                  NaN  \n",
       "18                  NaN  \n",
       "19                  NaN  \n",
       "20                  NaN  \n",
       "21                  NaN  \n",
       "22                  NaN  \n",
       "23                  NaN  \n",
       "24                  NaN  \n",
       "25                  NaN  \n",
       "26                  NaN  \n",
       "27                  NaN  \n",
       "28                  NaN  \n",
       "29                 经验不限  \n",
       "30                 经验不限  \n",
       "31                 经验不限  \n",
       "32                 经验不限  \n",
       "33                 经验不限  \n",
       "34                 一年以下  \n",
       "35                 经验不限  \n",
       "36                 经验不限  \n",
       "37                 一年以下  \n",
       "38                 经验不限  \n",
       "39                 经验不限  \n",
       "\n",
       "[40 rows x 32 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3585fb7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3a4049b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "44965029",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n",
      "C:\\Users\\pc\\anaconda3\\lib\\site-packages\\urllib3\\connectionpool.py:1013: InsecureRequestWarning: Unverified HTTPS request is being made to host 'api-c.liepin.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  warnings.warn(\n"
     ]
    },
    {
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       " 36  {\"imId\":\"d0ae3dde372a86174383db9bf147ecbd\",\"im...   \n",
       " 37  {\"imId\":\"84d19e79d4adc2a504612e645251413c\",\"im...   \n",
       " 38  {\"imId\":\"f07475d7118ceba61b4fb320fc878e26\",\"im...   \n",
       " 39  {\"imId\":\"dfd87038bcffad82351ff05530f680dd\",\"im...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                [本科]   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]   \n",
       " 5                                                [本科]   \n",
       " 6                                     [本科, IT类, 系统开发]   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]   \n",
       " 12                                               [本科]   \n",
       " 13                                   [本科, 产品设计, 用户研究]   \n",
       " 14                                             [学历不限]   \n",
       " 15                                             [学历不限]   \n",
       " 16                                             [学历不限]   \n",
       " 17                                                 []   \n",
       " 18                                               [本科]   \n",
       " 19                                               [本科]   \n",
       " 20                                               [本科]   \n",
       " 21                                               [本科]   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...   \n",
       " 23                                               [硕士]   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]   \n",
       " 25                                                 []   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]   \n",
       " 29                                  [to C, 电子商务, 消费品]   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...   \n",
       " 31                                             [to B]   \n",
       " 32                                             [to B]   \n",
       " 33                                              [证券类]   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...   \n",
       " 35                                                 []   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]   \n",
       " 38                                                 []   \n",
       " 39                                             [金融产品]   \n",
       " \n",
       "                      job.title  job.salary  job.dq job.jobId  \\\n",
       " 0           2022校招-营销中心-产品经理助理       8-10k  广州-番禺区  47544603   \n",
       " 1     2023届提前批-产品经理 (MJ012344)  15-25k·15薪  广州-越秀区  57974857   \n",
       " 2                   人力资源数据产品经理  19-20k·18薪  广州-天河区  57191493   \n",
       " 3                  互联网学习平台产品经理      19-25k      广州  57061851   \n",
       " 4                      光器件产品经理  15-20k·14薪  广州-黄埔区  56924959   \n",
       " 5                  【校招】信用卡产品经理  10-13k·14薪  广州-天河区  56180361   \n",
       " 6                      产品经理培训生       7-11k  广州-黄埔区  52633137   \n",
       " 7                     产品经理（校招）   9-18k·18薪      广州  52175421   \n",
       " 8   2023届-大数据平台产品经理 (MJ001161)      10-23k  广州-黄埔区  52085797   \n",
       " 9        2023届-产品经理 (MJ001163)      10-20k  广州-黄埔区  52085369   \n",
       " 10               产品经理（2023届校招）       7-13k  广州-天河区  51637219   \n",
       " 11                        产品经理      20-30k      广州  44935111   \n",
       " 12                产品经理(J11023)       7-10k  广州-黄埔区  43590821   \n",
       " 13                        产品经理      12-25k      广州  42835793   \n",
       " 14              广电运通-产品经理（应届生）       6-15k      广州  23528191   \n",
       " 15            基准医疗-助理产品经理（应届生）       7-11k      广州  23508203   \n",
       " 16              中科开创-产品经理(应届生）       5-15k      广州  23479325   \n",
       " 17                      行业产品经理          面议      广州    518911   \n",
       " 18                    直播运营（PM）        6-8k  广州-越秀区  57195307   \n",
       " 19            直播运营（PM）(J10125)        6-8k      广州  57193375   \n",
       " 20             直播运营（PM） J10125        5-8k      广州  57104845   \n",
       " 21                        产品经理        4-5k  广州-海珠区  52653127   \n",
       " 22              金融产品经理（番禺万博二路）        4-8k  广州-番禺区  52547239   \n",
       " 23                 BIM产品经理【校招】       9-12k  广州-天河区  51957245   \n",
       " 24                        专案PM    6-8k·13薪  广州-黄埔区  50868041   \n",
       " 25                    产品经理（管培）      10-17k  广州-黄埔区    529051   \n",
       " 26                        产品经理      300元/天  广州-黄埔区  44041325   \n",
       " 27                   IT产品经理实习生  150-200元/天  广州-越秀区  52377455   \n",
       " 28                     产品经理实习生  150-250元/天  广州-天河区  57103675   \n",
       " 29                    eWMS产品经理  20-40k·14薪  广州-天河区  57001973   \n",
       " 30         产品经理（高级产品经理&资深产品经理）       9-20k  广州-南沙区  57448565   \n",
       " 31                    （储备）产品经理      13-16k  广州-天河区  55079225   \n",
       " 32          （储备）产品经理--20-22届本科      10-14k  广州-天河区  55322015   \n",
       " 33                      金融产品经理       5-10k  广州-越秀区  57678719   \n",
       " 34              产品经理（凡科商城SaaS）       8-11k  广州-海珠区  57723309   \n",
       " 35                       车产品经理      15-30k  广州-南沙区  40364923   \n",
       " 36                   储备干部—产品经理        2-3k  广州-天河区  38193153   \n",
       " 37                    酒店签约产品经理       6-11k      广州  36091987   \n",
       " 38                        产品经理      15-30k  广州-黄埔区  31738901   \n",
       " 39                      金融产品经理       5-10k      广州  39588227   \n",
       " \n",
       "    job.campusJobKind                                     job.dataPromId  \\\n",
       " 0                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 1                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 2                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 3                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 4                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 5                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 6                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 7                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 8                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 9                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 10                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 11                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 12                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 13                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 14                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 15                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 16                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 17                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 18                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 19                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 20                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 21                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 22                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 23                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 24                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 25                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 26                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 27                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 28                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 29               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 30               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 31               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 32               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 33               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 34               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 35               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 36               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 37               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 38               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 39               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " \n",
       "    job.jobKind  ...             recruiter.recruiterId  \\\n",
       " 0            6  ...  f194b22457f2070ef1c68874fefd88f0   \n",
       " 1            6  ...  25f6b1ac52e7301746c75814fc02784c   \n",
       " 2            6  ...  c8b040414c97595a274a08c89b7442b4   \n",
       " 3            6  ...  c8b040414c97595a274a08c89b7442b4   \n",
       " 4            6  ...  8d160b6be5afbb63202b01fa8633e46c   \n",
       " 5            6  ...  d437e0ff406adb8abbe36e15a73a3fdb   \n",
       " 6            6  ...  5553774e1dfc4bd94e578f26109225be   \n",
       " 7            6  ...  ec9218078fe56078643873581a669533   \n",
       " 8            6  ...  39a1728f031b9c655ddcbeeebfee86ac   \n",
       " 9            6  ...  39a1728f031b9c655ddcbeeebfee86ac   \n",
       " 10           6  ...  eebd41625cfa9d55eba9ddc94cd0caf7   \n",
       " 11           6  ...  cade02fc79d49a9a07345e990f68e06a   \n",
       " 12           6  ...  5553774e1dfc4bd94e578f26109225be   \n",
       " 13           6  ...  f5e1bea9eb4f05f8ea417c3b3ac6c6bf   \n",
       " 14           6  ...  42c777d33249035ee908c636be4572e2   \n",
       " 15           6  ...  42c777d33249035ee908c636be4572e2   \n",
       " 16           6  ...  42c777d33249035ee908c636be4572e2   \n",
       " 17           7  ...                                     \n",
       " 18           6  ...  981b13258990cc6d436fdf375830a447   \n",
       " 19           6  ...  04d86436f78ae4e742d54e61ba569318   \n",
       " 20           6  ...  04d86436f78ae4e742d54e61ba569318   \n",
       " 21           6  ...  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22           6  ...  aa5178a66d1486a14b91c95b97d12f77   \n",
       " 23           6  ...  e6ae796d51b328b7cfb55cf8ac07e869   \n",
       " 24           6  ...  cb6716a4c26311016b851aaea7b26730   \n",
       " 25           7  ...                                     \n",
       " 26           6  ...  cd7ad3180b3da658793aa6e6534d8619   \n",
       " 27           6  ...  bf310ace2505d3415de3d46cd3d7dbb8   \n",
       " 28           6  ...  ad10b2b5c605f4bfdf6a15188c0e6c29   \n",
       " 29           2  ...  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 30           2  ...  5f7637977411b86467332ec93bce4deb   \n",
       " 31           2  ...  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       " 32           2  ...  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       " 33           2  ...  221a63b5ccc754dccedc73674aa09304   \n",
       " 34           2  ...  00a147b384567427fd08789b64b2ab78   \n",
       " 35           2  ...  4c1479d6012e7b86caa970d322aac25f   \n",
       " 36           2  ...  913622d8dc81eb0e78ae6c25a4ad1833   \n",
       " 37           2  ...  b4e202c249d928a12ab21b867543c76b   \n",
       " 38           2  ...  e2c8dc64bf6351839e99cda7b2bf580a   \n",
       " 39           2  ...  7ca01ec408ef1d30ae8e48b4e676e58b   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "    comp.compIndustry  comp.compScale  \\\n",
       " 0                 制药      1000-2000人   \n",
       " 1                互联网      2000-5000人   \n",
       " 2           基金/证券/期货     5000-10000人   \n",
       " 3           基金/证券/期货     5000-10000人   \n",
       " 4               通信设备          50-99人   \n",
       " 5                 银行      1000-2000人   \n",
       " 6           食品/饮料/酒水      2000-5000人   \n",
       " 7                互联网      1000-2000人   \n",
       " 8              计算机软件        10000人以上   \n",
       " 9              计算机软件        10000人以上   \n",
       " 10             计算机软件        500-999人   \n",
       " 11               互联网           1-49人   \n",
       " 12          食品/饮料/酒水      2000-5000人   \n",
       " 13            专业技术服务          50-99人   \n",
       " 14              其他行业        100-499人   \n",
       " 15              其他行业        100-499人   \n",
       " 16              其他行业        100-499人   \n",
       " 17              通信设备      2000-5000人   \n",
       " 18               互联网        100-499人   \n",
       " 19               互联网        100-499人   \n",
       " 20               互联网        100-499人   \n",
       " 21              通信设备     5000-10000人   \n",
       " 22          基金/证券/期货      2000-5000人   \n",
       " 23           建筑/工程设计        100-499人   \n",
       " 24       电子/半导体/集成电路        500-999人   \n",
       " 25               互联网        100-499人   \n",
       " 26              培训服务           1-49人   \n",
       " 27             计算机软件      2000-5000人   \n",
       " 28             计算机软件      1000-2000人   \n",
       " 29                日化        10000人以上   \n",
       " 30          食品/饮料/酒水      1000-2000人   \n",
       " 31              IT服务        500-999人   \n",
       " 32              IT服务        500-999人   \n",
       " 33          基金/证券/期货           1-49人   \n",
       " 34               互联网        500-999人   \n",
       " 35              整车制造      1000-2000人   \n",
       " 36              科技金融          50-99人   \n",
       " 37             酒店/民宿           1-49人   \n",
       " 38             计算机软件     5000-10000人   \n",
       " 39          基金/证券/期货      2000-5000人   \n",
       " \n",
       "                                    comp.link comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/            NaN   \n",
       " 1     https://www.liepin.com/company/693385/            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/             其他   \n",
       " 19   https://www.liepin.com/company/9608440/             其他   \n",
       " 20   https://www.liepin.com/company/9608440/             其他   \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears  \n",
       " 0                  NaN                  NaN  \n",
       " 1                  NaN                  NaN  \n",
       " 2                  NaN                  NaN  \n",
       " 3                  NaN                  NaN  \n",
       " 4                  NaN                  NaN  \n",
       " 5                  NaN                  NaN  \n",
       " 6                  NaN                  NaN  \n",
       " 7                  NaN                  NaN  \n",
       " 8                  NaN                  NaN  \n",
       " 9                  NaN                  NaN  \n",
       " 10                 NaN                  NaN  \n",
       " 11                 NaN                  NaN  \n",
       " 12                 NaN                  NaN  \n",
       " 13                 NaN                  NaN  \n",
       " 14                 NaN                  NaN  \n",
       " 15                 NaN                  NaN  \n",
       " 16                 NaN                  NaN  \n",
       " 17                 NaN                  NaN  \n",
       " 18                 NaN                  NaN  \n",
       " 19                 NaN                  NaN  \n",
       " 20                 NaN                  NaN  \n",
       " 21                 NaN                  NaN  \n",
       " 22                 NaN                  NaN  \n",
       " 23                 NaN                  NaN  \n",
       " 24                 NaN                  NaN  \n",
       " 25                 NaN                  NaN  \n",
       " 26                 NaN                  NaN  \n",
       " 27                 NaN                  NaN  \n",
       " 28                 NaN                  NaN  \n",
       " 29                统招本科                 经验不限  \n",
       " 30                  大专                 经验不限  \n",
       " 31                  硕士                 经验不限  \n",
       " 32                统招本科                 经验不限  \n",
       " 33                  本科                 经验不限  \n",
       " 34                  本科                 一年以下  \n",
       " 35                  本科                 经验不限  \n",
       " 36                统招本科                 经验不限  \n",
       " 37               中专/中技                 一年以下  \n",
       " 38                  本科                 经验不限  \n",
       " 39                统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"imI...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"imI...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"imI...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"imI...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"imI...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"imI...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"imI...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"imI...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"imI...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"imI...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"imI...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"imI...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"imI...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"imI...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"imI...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"imI...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"imI...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"imI...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"imI...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     胡先生   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张先生   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     饶先生   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     饶先生   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈女士   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     吴女士   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     田先生   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张女士   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张女士   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     周女士   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     田先生   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     梁先生   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                    校园招聘   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     廖女士   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黎先生   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     汤先生   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     赵女士   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                    校园招聘   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     王先生   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     郑女士   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张女士   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     冯先生   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     巢女士   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黎先生   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黎先生   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张女士   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     潘女士   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     覃女士   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈女士   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黄先生   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     纪女士   \n",
       " \n",
       "    recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0                      招聘主管              False   \n",
       " 1                   招聘经理/主管              False   \n",
       " 2                      招聘经理              False   \n",
       " 3                      招聘经理              False   \n",
       " 4                                        False   \n",
       " 5                                        False   \n",
       " 6            人力资源招聘HRBP绩效经理              False   \n",
       " 7                 人力资源经理/主管              False   \n",
       " 8                      招聘主管              False   \n",
       " 9                      招聘主管              False   \n",
       " 10                     猎头顾问              False   \n",
       " 11                     人力经理              False   \n",
       " 12           人力资源招聘HRBP绩效经理              False   \n",
       " 13                       HR              False   \n",
       " 14                     工作人员              False   \n",
       " 15                     工作人员              False   \n",
       " 16                     工作人员              False   \n",
       " 17                     校招HR              False   \n",
       " 18                                       False   \n",
       " 19                     招聘主管              False   \n",
       " 20                     招聘主管              False   \n",
       " 21                     招聘主管              False   \n",
       " 22                                       False   \n",
       " 23                     招聘主管              False   \n",
       " 24                                       False   \n",
       " 25                     校招HR              False   \n",
       " 26                      合伙人              False   \n",
       " 27                     HRBP              False   \n",
       " 28                                       False   \n",
       " 29                Recruiter              False   \n",
       " 30                       HR              False   \n",
       " 31                       HR              False   \n",
       " 32                       HR              False   \n",
       " 33                     营销后勤              False   \n",
       " 34                     招聘经理              False   \n",
       " 35                    信息化总监              False   \n",
       " 36                       HR              False   \n",
       " 37                     运营总监              False   \n",
       " 38                     产品助理              False   \n",
       " 39                                       False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 1   4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       " 2   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 3   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 4   3338a96140162a1413f41eedf071201e                    2   \n",
       " 5   2000a795a9a6a86dad8732728d6065d6                    2   \n",
       " 6   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7   ee8ece450dc970726dadb487287a091a                    2   \n",
       " 8   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 9   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 10  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       " 11  65866dcb30e2941a81aa296c287c375a                    2   \n",
       " 12  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 13  7143e556d3295235e030375514342674                    2   \n",
       " 14  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 15  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 16  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 17                               NaN                  NaN   \n",
       " 18  e45395410508ae97cd74bb959a88946e                    2   \n",
       " 19  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 20  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       " 23  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 24  21a13ffda91f2be2894648012f776b17                    2   \n",
       " 25                               NaN                  NaN   \n",
       " 26  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       " 27  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       " 28  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 29  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 30  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       " 31  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 32  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 33  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       " 34  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 35  a52981d937e43ae4351ff05530f680dd                    2   \n",
       " 36  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       " 37  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 38  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       " 39  dfd87038bcffad82351ff05530f680dd                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   ec9218078fe56078643873581a669533  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18  981b13258990cc6d436fdf375830a447  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  aa5178a66d1486a14b91c95b97d12f77  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  e6ae796d51b328b7cfb55cf8ac07e869  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24  cb6716a4c26311016b851aaea7b26730  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26  cd7ad3180b3da658793aa6e6534d8619  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  bf310ace2505d3415de3d46cd3d7dbb8  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28  ad10b2b5c605f4bfdf6a15188c0e6c29  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  f7de5de3cbf7fd89b9bfda7f445931e2  63a9534728c57209b0f4aa0505u.png   \n",
       " 30  5f7637977411b86467332ec93bce4deb  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  221a63b5ccc754dccedc73674aa09304  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  00a147b384567427fd08789b64b2ab78  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  4c1479d6012e7b86caa970d322aac25f  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  913622d8dc81eb0e78ae6c25a4ad1833  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  b4e202c249d928a12ab21b867543c76b  603486248f5866739fffda8207u.png   \n",
       " 38  e2c8dc64bf6351839e99cda7b2bf580a  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  7ca01ec408ef1d30ae8e48b4e676e58b  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                                            job.labels  ...  \\\n",
       " 0                                                [本科]  ...   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  ...   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  ...   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  ...   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  ...   \n",
       " 5                                                [本科]  ...   \n",
       " 6                                     [本科, IT类, 系统开发]  ...   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  ...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  ...   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  ...   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  ...   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  ...   \n",
       " 12                                               [本科]  ...   \n",
       " 13                                   [本科, 产品设计, 用户研究]  ...   \n",
       " 14                                             [学历不限]  ...   \n",
       " 15                                             [学历不限]  ...   \n",
       " 16                                             [学历不限]  ...   \n",
       " 17                                                 []  ...   \n",
       " 18                                               [本科]  ...   \n",
       " 19                                               [本科]  ...   \n",
       " 20                                               [本科]  ...   \n",
       " 21                                               [本科]  ...   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  ...   \n",
       " 23                                               [硕士]  ...   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  ...   \n",
       " 25                                                 []  ...   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  ...   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  ...   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  ...   \n",
       " 29                                  [to C, 电子商务, 消费品]  ...   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  ...   \n",
       " 31                                             [to B]  ...   \n",
       " 32                                             [to B]  ...   \n",
       " 33                                              [证券类]  ...   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  ...   \n",
       " 35                                                 []  ...   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  ...   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  ...   \n",
       " 38                                                 []  ...   \n",
       " 39                                             [金融产品]  ...   \n",
       " \n",
       "                                        job.dataPromId          comp.compName  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 泰邦生物集团   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                    广联达   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   广发证券   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   广发证券   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           高勘(广州)技术有限公司   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                广州银行信用卡   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   汤臣倍健   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        联通(广东)产业互联网有限公司   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               广电运通金融电子   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               广电运通金融电子   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...         广东南方数码科技股份有限公司   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...         广州一九一九网络科技有限公司   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   汤臣倍健   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   广金征信   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          广州开发区人才交流服务中心   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          广州开发区人才交流服务中心   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          广州开发区人才交流服务中心   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...     中国联合网络通信有限公司广州市分公司   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   茉莉传媒   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   茉莉传媒   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   茉莉传媒   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   润建股份   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        广发证券股份有限公司广州分公司   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  城建设计院   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           光宝科技(常州)有限公司   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   尚航科技   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           广州数方网络科技有限公司   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...         友邦资讯科技(广州)有限公司   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   中望软件   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               广州宝洁有限公司   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...             广州奥昆食品有限公司   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   嘉为科技   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   嘉为科技   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                     凡科   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   合创汽车   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          嘉联支付有限公司广州分公司   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           广州视界行旅行社有限公司   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           广州视臻信息科技有限公司   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                       comp.compLogo comp.compId comp.compIndustry  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                制药   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385               互联网   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537          基金/证券/期货   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537          基金/证券/期货   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371              通信设备   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                银行   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810          食品/饮料/酒水   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103               互联网   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388             计算机软件   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388             计算机软件   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569             计算机软件   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701               互联网   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810          食品/饮料/酒水   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389            专业技术服务   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926              其他行业   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926              其他行业   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926              其他行业   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318              通信设备   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440               互联网   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440               互联网   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440               互联网   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327              通信设备   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217          基金/证券/期货   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079           建筑/工程设计   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021       电子/半导体/集成电路   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355               互联网   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247              培训服务   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101             计算机软件   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270             计算机软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330                日化   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111          食品/饮料/酒水   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284              IT服务   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284              IT服务   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215          基金/证券/期货   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691               互联网   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328              整车制造   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289              科技金融   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735             酒店/民宿   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667             计算机软件   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217          基金/证券/期货   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/     1000-2000人            NaN   \n",
       " 1     https://www.liepin.com/company/693385/     2000-5000人            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/    5000-10000人            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/    5000-10000人            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/         50-99人             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/     1000-2000人            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/     2000-5000人         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/     1000-2000人            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/       10000人以上         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/       10000人以上         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/       500-999人            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/          1-49人            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/     2000-5000人         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/         50-99人            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/       100-499人            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/       100-499人            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/       100-499人            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/     2000-5000人            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/       100-499人             其他   \n",
       " 19   https://www.liepin.com/company/9608440/       100-499人             其他   \n",
       " 20   https://www.liepin.com/company/9608440/       100-499人             其他   \n",
       " 21   https://www.liepin.com/company/7863327/    5000-10000人         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/     2000-5000人           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/       100-499人            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/       500-999人            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/       100-499人             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/          1-49人            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/     2000-5000人           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/     1000-2000人          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/       10000人以上            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/     1000-2000人            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/       500-999人             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/       500-999人             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          1-49人          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/       500-999人          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/     1000-2000人            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/         50-99人            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          1-49人          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/    5000-10000人           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/     2000-5000人           港股上市   \n",
       " \n",
       "    job.requireWorkYears job.requireEduLevel  \n",
       " 0                   NaN                 NaN  \n",
       " 1                   NaN                 NaN  \n",
       " 2                   NaN                 NaN  \n",
       " 3                   NaN                 NaN  \n",
       " 4                   NaN                 NaN  \n",
       " 5                   NaN                 NaN  \n",
       " 6                   NaN                 NaN  \n",
       " 7                   NaN                 NaN  \n",
       " 8                   NaN                 NaN  \n",
       " 9                   NaN                 NaN  \n",
       " 10                  NaN                 NaN  \n",
       " 11                  NaN                 NaN  \n",
       " 12                  NaN                 NaN  \n",
       " 13                  NaN                 NaN  \n",
       " 14                  NaN                 NaN  \n",
       " 15                  NaN                 NaN  \n",
       " 16                  NaN                 NaN  \n",
       " 17                  NaN                 NaN  \n",
       " 18                  NaN                 NaN  \n",
       " 19                  NaN                 NaN  \n",
       " 20                  NaN                 NaN  \n",
       " 21                  NaN                 NaN  \n",
       " 22                  NaN                 NaN  \n",
       " 23                  NaN                 NaN  \n",
       " 24                  NaN                 NaN  \n",
       " 25                  NaN                 NaN  \n",
       " 26                  NaN                 NaN  \n",
       " 27                  NaN                 NaN  \n",
       " 28                  NaN                 NaN  \n",
       " 29                 经验不限                统招本科  \n",
       " 30                 经验不限                  大专  \n",
       " 31                 经验不限                  硕士  \n",
       " 32                 经验不限                统招本科  \n",
       " 33                 经验不限                  本科  \n",
       " 34                 一年以下                  本科  \n",
       " 35                 经验不限                  本科  \n",
       " 36                 经验不限                统招本科  \n",
       " 37                 一年以下               中专/中技  \n",
       " 38                 经验不限                  本科  \n",
       " 39                 经验不限                统招本科  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2256180361%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2252633137%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2252175421%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2252085797%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2252085369%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2251637219%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2244935111%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2243590821%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2242835793%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2223528191%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2223508203%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2223479325%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%22518911%22%2C%22ckId%22%3A%...   \n",
       " 18  %7B%22jobId%22%3A%2257195307%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2257193375%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2257104845%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2252653127%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2252547239%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2251957245%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2250868041%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%22529051%22%2C%22ckId%22%3A%...   \n",
       " 26  %7B%22jobId%22%3A%2244041325%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2252377455%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257103675%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2257001973%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2257448565%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2255079225%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2255322015%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2257678719%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2257723309%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2240364923%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2238193153%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2236091987%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2231738901%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2239588227%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"job...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"job...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"job...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0                                                [本科]  47544603       8-10k   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  57974857  15-25k·15薪   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  57191493  19-20k·18薪   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  57061851      19-25k   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  56924959  15-20k·14薪   \n",
       " 5                                                [本科]  56180361  10-13k·14薪   \n",
       " 6                                     [本科, IT类, 系统开发]  52633137       7-11k   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  52175421   9-18k·18薪   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  52085797      10-23k   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  52085369      10-20k   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  51637219       7-13k   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  44935111      20-30k   \n",
       " 12                                               [本科]  43590821       7-10k   \n",
       " 13                                   [本科, 产品设计, 用户研究]  42835793      12-25k   \n",
       " 14                                             [学历不限]  23528191       6-15k   \n",
       " 15                                             [学历不限]  23508203       7-11k   \n",
       " 16                                             [学历不限]  23479325       5-15k   \n",
       " 17                                                 []    518911          面议   \n",
       " 18                                               [本科]  57195307        6-8k   \n",
       " 19                                               [本科]  57193375        6-8k   \n",
       " 20                                               [本科]  57104845        5-8k   \n",
       " 21                                               [本科]  52653127        4-5k   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  52547239        4-8k   \n",
       " 23                                               [硕士]  51957245       9-12k   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  50868041    6-8k·13薪   \n",
       " 25                                                 []    529051      10-17k   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  44041325      300元/天   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  52377455  150-200元/天   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  57103675  150-250元/天   \n",
       " 29                                  [to C, 电子商务, 消费品]  57001973  20-40k·14薪   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  57448565       9-20k   \n",
       " 31                                             [to B]  55079225      13-16k   \n",
       " 32                                             [to B]  55322015      10-14k   \n",
       " 33                                              [证券类]  57678719       5-10k   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  57723309       8-11k   \n",
       " 35                                                 []  40364923      15-30k   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  38193153        2-3k   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  36091987       6-11k   \n",
       " 38                                                 []  31738901      15-30k   \n",
       " 39                                             [金融产品]  39588227       5-10k   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                   job.title  \\\n",
       " 0   广州-番禺区           6       False          2022校招-营销中心-产品经理助理   \n",
       " 1   广州-越秀区           6       False    2023届提前批-产品经理 (MJ012344)   \n",
       " 2   广州-天河区           6       False                  人力资源数据产品经理   \n",
       " 3       广州           6       False                 互联网学习平台产品经理   \n",
       " 4   广州-黄埔区           6       False                     光器件产品经理   \n",
       " 5   广州-天河区           6       False                 【校招】信用卡产品经理   \n",
       " 6   广州-黄埔区           6       False                     产品经理培训生   \n",
       " 7       广州           6       False                    产品经理（校招）   \n",
       " 8   广州-黄埔区           6       False  2023届-大数据平台产品经理 (MJ001161)   \n",
       " 9   广州-黄埔区           6       False       2023届-产品经理 (MJ001163)   \n",
       " 10  广州-天河区           6       False               产品经理（2023届校招）   \n",
       " 11      广州           6       False                        产品经理   \n",
       " 12  广州-黄埔区           6       False                产品经理(J11023)   \n",
       " 13      广州           6       False                        产品经理   \n",
       " 14      广州           6       False              广电运通-产品经理（应届生）   \n",
       " 15      广州           6       False            基准医疗-助理产品经理（应届生）   \n",
       " 16      广州           6       False              中科开创-产品经理(应届生）   \n",
       " 17      广州           7       False                      行业产品经理   \n",
       " 18  广州-越秀区           6       False                    直播运营（PM）   \n",
       " 19      广州           6       False            直播运营（PM）(J10125)   \n",
       " 20      广州           6       False             直播运营（PM） J10125   \n",
       " 21  广州-海珠区           6       False                        产品经理   \n",
       " 22  广州-番禺区           6       False              金融产品经理（番禺万博二路）   \n",
       " 23  广州-天河区           6       False                 BIM产品经理【校招】   \n",
       " 24  广州-黄埔区           6       False                        专案PM   \n",
       " 25  广州-黄埔区           7       False                    产品经理（管培）   \n",
       " 26  广州-黄埔区           6       False                        产品经理   \n",
       " 27  广州-越秀区           6       False                   IT产品经理实习生   \n",
       " 28  广州-天河区           6       False                     产品经理实习生   \n",
       " 29  广州-天河区           2       False                    eWMS产品经理   \n",
       " 30  广州-南沙区           2       False         产品经理（高级产品经理&资深产品经理）   \n",
       " 31  广州-天河区           2       False                    （储备）产品经理   \n",
       " 32  广州-天河区           2       False          （储备）产品经理--20-22届本科   \n",
       " 33  广州-越秀区           2       False                      金融产品经理   \n",
       " 34  广州-海珠区           2       False              产品经理（凡科商城SaaS）   \n",
       " 35  广州-南沙区           2       False                       车产品经理   \n",
       " 36  广州-天河区           2       False                   储备干部—产品经理   \n",
       " 37      广州           2       False                    酒店签约产品经理   \n",
       " 38  广州-黄埔区           2       False                        产品经理   \n",
       " 39      广州           2       False                      金融产品经理   \n",
       " \n",
       "    job.refreshTime  ...         recruiter.recruiterPhoto  \\\n",
       " 0   20220926154947  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   20230420135845  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   20230322141917  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   20230322132453  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   20230404115209  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   20230216154258  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   20221124220251  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   20221019094528  ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   20220823114952  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   20220823114249  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  20220804104115  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  20211117162519  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  20220516121015  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  20220721161952  ...  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14  20190930094327  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  20190930094853  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  20190930095044  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17  20230207174215  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18  20230322150025  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  20230322143603  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  20230320120232  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  20221109120406  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  20230403163505  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  20221012150029  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24  20220705082900  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  20221021095151  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26  20211018160421  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  20220905114545  ...  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28  20230320114041  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  20230420115138  ...  63a9534728c57209b0f4aa0505u.png   \n",
       " 30  20230331105047  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  20221215110632  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  20230104143051  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  20230410203802  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  20230421102728  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  20211116112740  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  20210415123107  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  20210224104701  ...  603486248f5866739fffda8207u.png   \n",
       " 38  20200915191945  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  20210527172606  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                                    comp.link  comp.compScale  \\\n",
       " 0    https://www.liepin.com/company/9803471/      1000-2000人   \n",
       " 1     https://www.liepin.com/company/693385/      2000-5000人   \n",
       " 2    https://www.liepin.com/company/1421537/     5000-10000人   \n",
       " 3    https://www.liepin.com/company/1421537/     5000-10000人   \n",
       " 4   https://www.liepin.com/company/12753371/          50-99人   \n",
       " 5    https://www.liepin.com/company/8866590/      1000-2000人   \n",
       " 6    https://www.liepin.com/company/8080810/      2000-5000人   \n",
       " 7    https://www.liepin.com/company/9095103/      1000-2000人   \n",
       " 8    https://www.liepin.com/company/8547388/        10000人以上   \n",
       " 9    https://www.liepin.com/company/8547388/        10000人以上   \n",
       " 10   https://www.liepin.com/company/8967569/        500-999人   \n",
       " 11  https://www.liepin.com/company/12998701/           1-49人   \n",
       " 12   https://www.liepin.com/company/8080810/      2000-5000人   \n",
       " 13  https://www.liepin.com/company/12447389/          50-99人   \n",
       " 14   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 15   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 16   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 17   https://www.liepin.com/company/9370318/      2000-5000人   \n",
       " 18   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 19   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 20   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 21   https://www.liepin.com/company/7863327/     5000-10000人   \n",
       " 22   https://www.liepin.com/company/9874217/      2000-5000人   \n",
       " 23   https://www.liepin.com/company/9961079/        100-499人   \n",
       " 24   https://www.liepin.com/company/1147021/        500-999人   \n",
       " 25   https://www.liepin.com/company/8774355/        100-499人   \n",
       " 26  https://www.liepin.com/company/12244247/           1-49人   \n",
       " 27   https://www.liepin.com/company/1640101/      2000-5000人   \n",
       " 28   https://www.liepin.com/company/1070270/      1000-2000人   \n",
       " 29    https://www.liepin.com/company/873330/        10000人以上   \n",
       " 30  https://www.liepin.com/company/13103111/      1000-2000人   \n",
       " 31   https://www.liepin.com/company/8635284/        500-999人   \n",
       " 32   https://www.liepin.com/company/8635284/        500-999人   \n",
       " 33  https://www.liepin.com/company/13501215/           1-49人   \n",
       " 34   https://www.liepin.com/company/8565691/        500-999人   \n",
       " 35   https://www.liepin.com/company/9550328/      1000-2000人   \n",
       " 36  https://www.liepin.com/company/12691289/          50-99人   \n",
       " 37  https://www.liepin.com/company/12569735/           1-49人   \n",
       " 38   https://www.liepin.com/company/9838667/     5000-10000人   \n",
       " 39   https://www.liepin.com/company/9874217/      2000-5000人   \n",
       " \n",
       "    comp.compIndustry comp.compStage job.requireEduLevel  job.requireWorkYears  \n",
       " 0                 制药            NaN                 NaN                   NaN  \n",
       " 1                互联网            已上市                 NaN                   NaN  \n",
       " 2           基金/证券/期货            已上市                 NaN                   NaN  \n",
       " 3           基金/证券/期货            已上市                 NaN                   NaN  \n",
       " 4               通信设备             A轮                 NaN                   NaN  \n",
       " 5                 银行            NaN                 NaN                   NaN  \n",
       " 6           食品/饮料/酒水         沪深A股上市                 NaN                   NaN  \n",
       " 7                互联网            NaN                 NaN                   NaN  \n",
       " 8              计算机软件         沪深A股上市                 NaN                   NaN  \n",
       " 9              计算机软件         沪深A股上市                 NaN                   NaN  \n",
       " 10             计算机软件            NaN                 NaN                   NaN  \n",
       " 11               互联网            NaN                 NaN                   NaN  \n",
       " 12          食品/饮料/酒水         沪深A股上市                 NaN                   NaN  \n",
       " 13            专业技术服务            NaN                 NaN                   NaN  \n",
       " 14              其他行业            NaN                 NaN                   NaN  \n",
       " 15              其他行业            NaN                 NaN                   NaN  \n",
       " 16              其他行业            NaN                 NaN                   NaN  \n",
       " 17              通信设备            NaN                 NaN                   NaN  \n",
       " 18               互联网             其他                 NaN                   NaN  \n",
       " 19               互联网             其他                 NaN                   NaN  \n",
       " 20               互联网             其他                 NaN                   NaN  \n",
       " 21              通信设备         沪深A股上市                 NaN                   NaN  \n",
       " 22          基金/证券/期货           港股上市                 NaN                   NaN  \n",
       " 23           建筑/工程设计            NaN                 NaN                   NaN  \n",
       " 24       电子/半导体/集成电路            NaN                 NaN                   NaN  \n",
       " 25               互联网             D轮                 NaN                   NaN  \n",
       " 26              培训服务            NaN                 NaN                   NaN  \n",
       " 27             计算机软件           港股上市                 NaN                   NaN  \n",
       " 28             计算机软件          科创板上市                 NaN                   NaN  \n",
       " 29                日化            NaN                统招本科                  经验不限  \n",
       " 30          食品/饮料/酒水            NaN                  大专                  经验不限  \n",
       " 31              IT服务             B轮                  硕士                  经验不限  \n",
       " 32              IT服务             B轮                统招本科                  经验不限  \n",
       " 33          基金/证券/期货          融资未公开                  本科                  经验不限  \n",
       " 34               互联网          新三板上市                  本科                  一年以下  \n",
       " 35              整车制造            NaN                  本科                  经验不限  \n",
       " 36              科技金融            NaN                统招本科                  经验不限  \n",
       " 37             酒店/民宿          融资未公开               中专/中技                  一年以下  \n",
       " 38             计算机软件           战略投资                  本科                  经验不限  \n",
       " 39          基金/证券/期货           港股上市                统招本科                  经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 1   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 2   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 3   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 4   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 5   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 6   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 7   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 8   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 9   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 10  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 11  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 12  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 13  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 14  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 15  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 16  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 17  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 18  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 19  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 20  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 21  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 22  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 23  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 24  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 25  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 26  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 27  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 28  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 29  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 30  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 31  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 32  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 33  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 34  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 35  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 36  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 37  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 38  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 39  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " \n",
       "                                            dataParams          comp.compName  \\\n",
       " 0   {\"jobId\":\"47544603\",\"userId\":\"f194b22457f2070e...                 泰邦生物集团   \n",
       " 1   {\"jobId\":\"57974857\",\"userId\":\"25f6b1ac52e73017...                    广联达   \n",
       " 2   {\"jobId\":\"57191493\",\"userId\":\"c8b040414c97595a...                   广发证券   \n",
       " 3   {\"jobId\":\"57061851\",\"userId\":\"c8b040414c97595a...                   广发证券   \n",
       " 4   {\"jobId\":\"56924959\",\"userId\":\"8d160b6be5afbb63...           高勘(广州)技术有限公司   \n",
       " 5   {\"jobId\":\"56180361\",\"userId\":\"d437e0ff406adb8a...                广州银行信用卡   \n",
       " 6   {\"jobId\":\"52633137\",\"userId\":\"5553774e1dfc4bd9...                   汤臣倍健   \n",
       " 7   {\"jobId\":\"52175421\",\"userId\":\"ec9218078fe56078...        联通(广东)产业互联网有限公司   \n",
       " 8   {\"jobId\":\"52085797\",\"userId\":\"39a1728f031b9c65...               广电运通金融电子   \n",
       " 9   {\"jobId\":\"52085369\",\"userId\":\"39a1728f031b9c65...               广电运通金融电子   \n",
       " 10  {\"jobId\":\"51637219\",\"userId\":\"eebd41625cfa9d55...         广东南方数码科技股份有限公司   \n",
       " 11  {\"jobId\":\"44935111\",\"userId\":\"cade02fc79d49a9a...         广州一九一九网络科技有限公司   \n",
       " 12  {\"jobId\":\"43590821\",\"userId\":\"5553774e1dfc4bd9...                   汤臣倍健   \n",
       " 13  {\"jobId\":\"42835793\",\"userId\":\"f5e1bea9eb4f05f8...                   广金征信   \n",
       " 14  {\"jobId\":\"23528191\",\"userId\":\"42c777d33249035e...          广州开发区人才交流服务中心   \n",
       " 15  {\"jobId\":\"23508203\",\"userId\":\"42c777d33249035e...          广州开发区人才交流服务中心   \n",
       " 16  {\"jobId\":\"23479325\",\"userId\":\"42c777d33249035e...          广州开发区人才交流服务中心   \n",
       " 17  {\"jobId\":\"518911\",\"userId\":\"\",\"jobKind\":\"7\",\"r...     中国联合网络通信有限公司广州市分公司   \n",
       " 18  {\"jobId\":\"57195307\",\"userId\":\"981b13258990cc6d...                   茉莉传媒   \n",
       " 19  {\"jobId\":\"57193375\",\"userId\":\"04d86436f78ae4e7...                   茉莉传媒   \n",
       " 20  {\"jobId\":\"57104845\",\"userId\":\"04d86436f78ae4e7...                   茉莉传媒   \n",
       " 21  {\"jobId\":\"52653127\",\"userId\":\"ed79e9abb562c2c2...                   润建股份   \n",
       " 22  {\"jobId\":\"52547239\",\"userId\":\"aa5178a66d1486a1...        广发证券股份有限公司广州分公司   \n",
       " 23  {\"jobId\":\"51957245\",\"userId\":\"e6ae796d51b328b7...                  城建设计院   \n",
       " 24  {\"jobId\":\"50868041\",\"userId\":\"cb6716a4c2631101...           光宝科技(常州)有限公司   \n",
       " 25  {\"jobId\":\"529051\",\"userId\":\"\",\"jobKind\":\"7\",\"r...                   尚航科技   \n",
       " 26  {\"jobId\":\"44041325\",\"userId\":\"cd7ad3180b3da658...           广州数方网络科技有限公司   \n",
       " 27  {\"jobId\":\"52377455\",\"userId\":\"bf310ace2505d341...         友邦资讯科技(广州)有限公司   \n",
       " 28  {\"jobId\":\"57103675\",\"userId\":\"ad10b2b5c605f4bf...                   中望软件   \n",
       " 29  {\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...               广州宝洁有限公司   \n",
       " 30  {\"jobId\":\"57448565\",\"userId\":\"5f7637977411b864...             广州奥昆食品有限公司   \n",
       " 31  {\"jobId\":\"55079225\",\"userId\":\"5101bdeab7487e5c...                   嘉为科技   \n",
       " 32  {\"jobId\":\"55322015\",\"userId\":\"5101bdeab7487e5c...                   嘉为科技   \n",
       " 33  {\"jobId\":\"57678719\",\"userId\":\"221a63b5ccc754dc...  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  {\"jobId\":\"57723309\",\"userId\":\"00a147b384567427...                     凡科   \n",
       " 35  {\"jobId\":\"40364923\",\"userId\":\"4c1479d6012e7b86...                   合创汽车   \n",
       " 36  {\"jobId\":\"38193153\",\"userId\":\"913622d8dc81eb0e...          嘉联支付有限公司广州分公司   \n",
       " 37  {\"jobId\":\"36091987\",\"userId\":\"b4e202c249d928a1...           广州视界行旅行社有限公司   \n",
       " 38  {\"jobId\":\"31738901\",\"userId\":\"e2c8dc64bf635183...           广州视臻信息科技有限公司   \n",
       " 39  {\"jobId\":\"39588227\",\"userId\":\"7ca01ec408ef1d30...        广发证券股份有限公司广州分公司   \n",
       " \n",
       "    comp.compIndustry  comp.compId                    comp.compLogo  \\\n",
       " 0                 制药      9803471  5da02d450c1585184590d96f08u.png   \n",
       " 1                互联网       693385  5bfe954674719dc6ed7416af03a.png   \n",
       " 2           基金/证券/期货      1421537  5bfea33774719d2aa34c7eb903a.png   \n",
       " 3           基金/证券/期货      1421537  5bfea33774719d2aa34c7eb903a.png   \n",
       " 4               通信设备     12753371  61aeb56ca53a6d21af3c33ed04u.png   \n",
       " 5                 银行      8866590  5bfe9c1a74719df0ac9a25de03a.png   \n",
       " 6           食品/饮料/酒水      8080810  5ec39993f2540204574caa5008u.jpg   \n",
       " 7                互联网      9095103  6030a6c1701c060c94ace27002u.png   \n",
       " 8              计算机软件      8547388  6242b195ca47ff43908033f907u.png   \n",
       " 9              计算机软件      8547388  6242b195ca47ff43908033f907u.png   \n",
       " 10             计算机软件      8967569  5bfffaba74719da073f0e13e03u.png   \n",
       " 11               互联网     12998701  61b07937d0458d53c627567e02u.jpg   \n",
       " 12          食品/饮料/酒水      8080810  5ec39993f2540204574caa5008u.jpg   \n",
       " 13            专业技术服务     12447389  61c1924e642c8c0bf718876205u.png   \n",
       " 14              其他行业      8933926  61b07937d0458d53c627567e02u.jpg   \n",
       " 15              其他行业      8933926  61b07937d0458d53c627567e02u.jpg   \n",
       " 16              其他行业      8933926  61b07937d0458d53c627567e02u.jpg   \n",
       " 17              通信设备      9370318  620dea10dd77d50cb82e806105u.png   \n",
       " 18               互联网      9608440  5b3d6f5b8e508f32d960ed2604a.jpg   \n",
       " 19               互联网      9608440  5b3d6f5b8e508f32d960ed2604a.jpg   \n",
       " 20               互联网      9608440  5b3d6f5b8e508f32d960ed2604a.jpg   \n",
       " 21              通信设备      7863327  5cc116c89fae687d43343d7308u.png   \n",
       " 22          基金/证券/期货      9874217  60ab7b474005a2070875f99702u.png   \n",
       " 23           建筑/工程设计      9961079  5f5dcedbea60860b751dde8904u.png   \n",
       " 24       电子/半导体/集成电路      1147021  5bfe964e74719df0ac98ff4d03a.png   \n",
       " 25               互联网      8774355  5bfffb3674719da073f123fc03u.png   \n",
       " 26              培训服务     12244247  61b07937d0458d53c627567e02u.jpg   \n",
       " 27             计算机软件      1640101  5ae1750c8e50ff6eb70569ad05a.jpg   \n",
       " 28             计算机软件      1070270  608929f85e8a1c32e33be8c504u.png   \n",
       " 29                日化       873330  54d1e9c6712e7147fd813b3801a.png   \n",
       " 30          食品/饮料/酒水     13103111  61b07937d0458d53c627567e02u.jpg   \n",
       " 31              IT服务      8635284  63b4d9f0a0380858a9711da306u.png   \n",
       " 32              IT服务      8635284  63b4d9f0a0380858a9711da306u.png   \n",
       " 33          基金/证券/期货     13501215  6244a928327ecf47c9370ace01u.jpg   \n",
       " 34               互联网      8565691  5f0e8273639c8353866faf6d01u.png   \n",
       " 35              整车制造      9550328  5d00cd29501544662c97ebe001u.jpg   \n",
       " 36              科技金融     12691289  61b07937d0458d53c627567e02u.jpg   \n",
       " 37             酒店/民宿     12569735  603470aab9834220c1e1405904u.jpg   \n",
       " 38             计算机软件      9838667  61b07937d0458d53c627567e02u.jpg   \n",
       " 39          基金/证券/期货      9874217  60ab7b474005a2070875f99702u.png   \n",
       " \n",
       "    comp.compScale                                 comp.link  \\\n",
       " 0      1000-2000人   https://www.liepin.com/company/9803471/   \n",
       " 1      2000-5000人    https://www.liepin.com/company/693385/   \n",
       " 2     5000-10000人   https://www.liepin.com/company/1421537/   \n",
       " 3     5000-10000人   https://www.liepin.com/company/1421537/   \n",
       " 4          50-99人  https://www.liepin.com/company/12753371/   \n",
       " 5      1000-2000人   https://www.liepin.com/company/8866590/   \n",
       " 6      2000-5000人   https://www.liepin.com/company/8080810/   \n",
       " 7      1000-2000人   https://www.liepin.com/company/9095103/   \n",
       " 8        10000人以上   https://www.liepin.com/company/8547388/   \n",
       " 9        10000人以上   https://www.liepin.com/company/8547388/   \n",
       " 10       500-999人   https://www.liepin.com/company/8967569/   \n",
       " 11          1-49人  https://www.liepin.com/company/12998701/   \n",
       " 12     2000-5000人   https://www.liepin.com/company/8080810/   \n",
       " 13         50-99人  https://www.liepin.com/company/12447389/   \n",
       " 14       100-499人   https://www.liepin.com/company/8933926/   \n",
       " 15       100-499人   https://www.liepin.com/company/8933926/   \n",
       " 16       100-499人   https://www.liepin.com/company/8933926/   \n",
       " 17     2000-5000人   https://www.liepin.com/company/9370318/   \n",
       " 18       100-499人   https://www.liepin.com/company/9608440/   \n",
       " 19       100-499人   https://www.liepin.com/company/9608440/   \n",
       " 20       100-499人   https://www.liepin.com/company/9608440/   \n",
       " 21    5000-10000人   https://www.liepin.com/company/7863327/   \n",
       " 22     2000-5000人   https://www.liepin.com/company/9874217/   \n",
       " 23       100-499人   https://www.liepin.com/company/9961079/   \n",
       " 24       500-999人   https://www.liepin.com/company/1147021/   \n",
       " 25       100-499人   https://www.liepin.com/company/8774355/   \n",
       " 26          1-49人  https://www.liepin.com/company/12244247/   \n",
       " 27     2000-5000人   https://www.liepin.com/company/1640101/   \n",
       " 28     1000-2000人   https://www.liepin.com/company/1070270/   \n",
       " 29       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 30     1000-2000人  https://www.liepin.com/company/13103111/   \n",
       " 31       500-999人   https://www.liepin.com/company/8635284/   \n",
       " 32       500-999人   https://www.liepin.com/company/8635284/   \n",
       " 33          1-49人  https://www.liepin.com/company/13501215/   \n",
       " 34       500-999人   https://www.liepin.com/company/8565691/   \n",
       " 35     1000-2000人   https://www.liepin.com/company/9550328/   \n",
       " 36         50-99人  https://www.liepin.com/company/12691289/   \n",
       " 37          1-49人  https://www.liepin.com/company/12569735/   \n",
       " 38    5000-10000人   https://www.liepin.com/company/9838667/   \n",
       " 39     2000-5000人   https://www.liepin.com/company/9874217/   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                [本科]   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]   \n",
       " 5                                                [本科]   \n",
       " 6                                     [本科, IT类, 系统开发]   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]   \n",
       " 12                                               [本科]   \n",
       " 13                                   [本科, 产品设计, 用户研究]   \n",
       " 14                                             [学历不限]   \n",
       " 15                                             [学历不限]   \n",
       " 16                                             [学历不限]   \n",
       " 17                                                 []   \n",
       " 18                                               [本科]   \n",
       " 19                                               [本科]   \n",
       " 20                                               [本科]   \n",
       " 21                                               [本科]   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...   \n",
       " 23                                               [硕士]   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]   \n",
       " 25                                                 []   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]   \n",
       " 29                                  [to C, 电子商务, 消费品]   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...   \n",
       " 31                                             [to B]   \n",
       " 32                                             [to B]   \n",
       " 33                                              [证券类]   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...   \n",
       " 35                                                 []   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]   \n",
       " 38                                                 []   \n",
       " 39                                             [金融产品]   \n",
       " \n",
       "                      job.title  ...             recruiter.recruiterId  \\\n",
       " 0           2022校招-营销中心-产品经理助理  ...  f194b22457f2070ef1c68874fefd88f0   \n",
       " 1     2023届提前批-产品经理 (MJ012344)  ...  25f6b1ac52e7301746c75814fc02784c   \n",
       " 2                   人力资源数据产品经理  ...  c8b040414c97595a274a08c89b7442b4   \n",
       " 3                  互联网学习平台产品经理  ...  c8b040414c97595a274a08c89b7442b4   \n",
       " 4                      光器件产品经理  ...  8d160b6be5afbb63202b01fa8633e46c   \n",
       " 5                  【校招】信用卡产品经理  ...  d437e0ff406adb8abbe36e15a73a3fdb   \n",
       " 6                      产品经理培训生  ...  5553774e1dfc4bd94e578f26109225be   \n",
       " 7                     产品经理（校招）  ...  ec9218078fe56078643873581a669533   \n",
       " 8   2023届-大数据平台产品经理 (MJ001161)  ...  39a1728f031b9c655ddcbeeebfee86ac   \n",
       " 9        2023届-产品经理 (MJ001163)  ...  39a1728f031b9c655ddcbeeebfee86ac   \n",
       " 10               产品经理（2023届校招）  ...  eebd41625cfa9d55eba9ddc94cd0caf7   \n",
       " 11                        产品经理  ...  cade02fc79d49a9a07345e990f68e06a   \n",
       " 12                产品经理(J11023)  ...  5553774e1dfc4bd94e578f26109225be   \n",
       " 13                        产品经理  ...  f5e1bea9eb4f05f8ea417c3b3ac6c6bf   \n",
       " 14              广电运通-产品经理（应届生）  ...  42c777d33249035ee908c636be4572e2   \n",
       " 15            基准医疗-助理产品经理（应届生）  ...  42c777d33249035ee908c636be4572e2   \n",
       " 16              中科开创-产品经理(应届生）  ...  42c777d33249035ee908c636be4572e2   \n",
       " 17                      行业产品经理  ...                                     \n",
       " 18                    直播运营（PM）  ...  981b13258990cc6d436fdf375830a447   \n",
       " 19            直播运营（PM）(J10125)  ...  04d86436f78ae4e742d54e61ba569318   \n",
       " 20             直播运营（PM） J10125  ...  04d86436f78ae4e742d54e61ba569318   \n",
       " 21                        产品经理  ...  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22              金融产品经理（番禺万博二路）  ...  aa5178a66d1486a14b91c95b97d12f77   \n",
       " 23                 BIM产品经理【校招】  ...  e6ae796d51b328b7cfb55cf8ac07e869   \n",
       " 24                        专案PM  ...  cb6716a4c26311016b851aaea7b26730   \n",
       " 25                    产品经理（管培）  ...                                     \n",
       " 26                        产品经理  ...  cd7ad3180b3da658793aa6e6534d8619   \n",
       " 27                   IT产品经理实习生  ...  bf310ace2505d3415de3d46cd3d7dbb8   \n",
       " 28                     产品经理实习生  ...  ad10b2b5c605f4bfdf6a15188c0e6c29   \n",
       " 29                    eWMS产品经理  ...  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 30         产品经理（高级产品经理&资深产品经理）  ...  5f7637977411b86467332ec93bce4deb   \n",
       " 31                    （储备）产品经理  ...  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       " 32          （储备）产品经理--20-22届本科  ...  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       " 33                      金融产品经理  ...  221a63b5ccc754dccedc73674aa09304   \n",
       " 34              产品经理（凡科商城SaaS）  ...  00a147b384567427fd08789b64b2ab78   \n",
       " 35                       车产品经理  ...  4c1479d6012e7b86caa970d322aac25f   \n",
       " 36                   储备干部—产品经理  ...  913622d8dc81eb0e78ae6c25a4ad1833   \n",
       " 37                    酒店签约产品经理  ...  b4e202c249d928a12ab21b867543c76b   \n",
       " 38                        产品经理  ...  e2c8dc64bf6351839e99cda7b2bf580a   \n",
       " 39                      金融产品经理  ...  7ca01ec408ef1d30ae8e48b4e676e58b   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 1              False  4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       " 2              False  80b8e48c629e0b0704612e645251413c                    2   \n",
       " 3              False  80b8e48c629e0b0704612e645251413c                    2   \n",
       " 4              False  3338a96140162a1413f41eedf071201e                    2   \n",
       " 5              False  2000a795a9a6a86dad8732728d6065d6                    2   \n",
       " 6              False  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7              False  ee8ece450dc970726dadb487287a091a                    2   \n",
       " 8              False  df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 9              False  df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 10             False  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       " 11             False  65866dcb30e2941a81aa296c287c375a                    2   \n",
       " 12             False  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 13             False  7143e556d3295235e030375514342674                    2   \n",
       " 14             False  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 15             False  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 16             False  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 17             False                               NaN                  NaN   \n",
       " 18             False  e45395410508ae97cd74bb959a88946e                    2   \n",
       " 19             False  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 20             False  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 21             False  beff7093463e459a613348042573671f                    2   \n",
       " 22             False  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       " 23             False  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 24             False  21a13ffda91f2be2894648012f776b17                    2   \n",
       " 25             False                               NaN                  NaN   \n",
       " 26             False  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       " 27             False  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       " 28             False  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 29             False  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 30             False  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       " 31             False  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 32             False  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 33             False  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       " 34             False  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 35             False  a52981d937e43ae4351ff05530f680dd                    2   \n",
       " 36             False  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       " 37             False  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 38             False  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       " 39             False  dfd87038bcffad82351ff05530f680dd                    2   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      胡先生                     招聘主管   \n",
       " 1                      张先生                  招聘经理/主管   \n",
       " 2                      饶先生                     招聘经理   \n",
       " 3                      饶先生                     招聘经理   \n",
       " 4                      陈女士                            \n",
       " 5                      吴女士                            \n",
       " 6                      田先生           人力资源招聘HRBP绩效经理   \n",
       " 7                      李先生                人力资源经理/主管   \n",
       " 8                      张女士                     招聘主管   \n",
       " 9                      张女士                     招聘主管   \n",
       " 10                     周女士                     猎头顾问   \n",
       " 11                     李先生                     人力经理   \n",
       " 12                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 13                     梁先生                       HR   \n",
       " 14                     李女士                     工作人员   \n",
       " 15                     李女士                     工作人员   \n",
       " 16                     李女士                     工作人员   \n",
       " 17                    校园招聘                     校招HR   \n",
       " 18                     廖女士                            \n",
       " 19                     杨女士                     招聘主管   \n",
       " 20                     杨女士                     招聘主管   \n",
       " 21                     黎先生                     招聘主管   \n",
       " 22                     汤先生                            \n",
       " 23                     李先生                     招聘主管   \n",
       " 24                     赵女士                            \n",
       " 25                    校园招聘                     校招HR   \n",
       " 26                     王先生                      合伙人   \n",
       " 27                     郑女士                     HRBP   \n",
       " 28                     张女士                            \n",
       " 29                     冯先生                Recruiter   \n",
       " 30                     巢女士                       HR   \n",
       " 31                     黎先生                       HR   \n",
       " 32                     黎先生                       HR   \n",
       " 33                     张女士                     营销后勤   \n",
       " 34                     潘女士                     招聘经理   \n",
       " 35                     覃女士                    信息化总监   \n",
       " 36                     陈女士                       HR   \n",
       " 37                     李先生                     运营总监   \n",
       " 38                     黄先生                     产品助理   \n",
       " 39                     纪女士                            \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compStage job.requireEduLevel  \\\n",
       " 0   5f8f986c79c7cc70efbf36c808u.jpg            NaN                 NaN   \n",
       " 1   5f8f9868f6d1ab58476f24a008u.jpg            已上市                 NaN   \n",
       " 2   5f8f986c79c7cc70efbf36c808u.jpg            已上市                 NaN   \n",
       " 3   5f8f986c79c7cc70efbf36c808u.jpg            已上市                 NaN   \n",
       " 4   5f8f98648dbe6273dcf8515508u.jpg             A轮                 NaN   \n",
       " 5   5f8f98648dbe6273dcf8515508u.jpg            NaN                 NaN   \n",
       " 6   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市                 NaN   \n",
       " 7   5f8f986aea60860b75384fab08u.jpg            NaN                 NaN   \n",
       " 8   5f8f986779c7cc70efbf36c008u.jpg         沪深A股上市                 NaN   \n",
       " 9   5f8f986779c7cc70efbf36c008u.jpg         沪深A股上市                 NaN   \n",
       " 10  5f8f986779c7cc70efbf36c008u.jpg            NaN                 NaN   \n",
       " 11  5f8f98698dbe6273dcf8516008u.jpg            NaN                 NaN   \n",
       " 12  5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市                 NaN   \n",
       " 13  60ddc4dbdc1dd861d761c42805u.png            NaN                 NaN   \n",
       " 14  5f8f9866dfb13a7dee342f1808u.jpg            NaN                 NaN   \n",
       " 15  5f8f9866dfb13a7dee342f1808u.jpg            NaN                 NaN   \n",
       " 16  5f8f9866dfb13a7dee342f1808u.jpg            NaN                 NaN   \n",
       " 17  5ca48f59509919fa0ea17f1f07u.png            NaN                 NaN   \n",
       " 18  5f8f9865ea60860b75384fa508u.jpg             其他                 NaN   \n",
       " 19  5f8f9865ea60860b75384fa508u.jpg             其他                 NaN   \n",
       " 20  5f8f9865ea60860b75384fa508u.jpg             其他                 NaN   \n",
       " 21  5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市                 NaN   \n",
       " 22  5f8f986bdfb13a7dee342f2108u.jpg           港股上市                 NaN   \n",
       " 23  5f8f9868f6d1ab58476f24a008u.jpg            NaN                 NaN   \n",
       " 24  5f8f98648dbe6273dcf8515508u.jpg            NaN                 NaN   \n",
       " 25  5ca48f59509919fa0ea17f1f07u.png             D轮                 NaN   \n",
       " 26  5f8f986c79c7cc70efbf36c808u.jpg            NaN                 NaN   \n",
       " 27  61d6ce21b10cc11ae96008f502u.png           港股上市                 NaN   \n",
       " 28  5f8f9866dfb13a7dee342f1808u.jpg          科创板上市                 NaN   \n",
       " 29  63a9534728c57209b0f4aa0505u.png            NaN                统招本科   \n",
       " 30  5f8f9866dfb13a7dee342f1808u.jpg            NaN                  大专   \n",
       " 31  5f8f986bdfb13a7dee342f2108u.jpg             B轮                  硕士   \n",
       " 32  5f8f986bdfb13a7dee342f2108u.jpg             B轮                统招本科   \n",
       " 33  5f8f9863f6d1ab58476f246a08u.jpg          融资未公开                  本科   \n",
       " 34  5f8f98648dbe6273dcf8515508u.jpg          新三板上市                  本科   \n",
       " 35  5f8f9866dfb13a7dee342f1808u.jpg            NaN                  本科   \n",
       " 36  5f8f986779c7cc70efbf36c008u.jpg            NaN                统招本科   \n",
       " 37  603486248f5866739fffda8207u.png          融资未公开               中专/中技   \n",
       " 38  5f8f986bdfb13a7dee342f2108u.jpg           战略投资                  本科   \n",
       " 39  5f8f9866dfb13a7dee342f1808u.jpg           港股上市                统招本科   \n",
       " \n",
       "    job.requireWorkYears  \n",
       " 0                   NaN  \n",
       " 1                   NaN  \n",
       " 2                   NaN  \n",
       " 3                   NaN  \n",
       " 4                   NaN  \n",
       " 5                   NaN  \n",
       " 6                   NaN  \n",
       " 7                   NaN  \n",
       " 8                   NaN  \n",
       " 9                   NaN  \n",
       " 10                  NaN  \n",
       " 11                  NaN  \n",
       " 12                  NaN  \n",
       " 13                  NaN  \n",
       " 14                  NaN  \n",
       " 15                  NaN  \n",
       " 16                  NaN  \n",
       " 17                  NaN  \n",
       " 18                  NaN  \n",
       " 19                  NaN  \n",
       " 20                  NaN  \n",
       " 21                  NaN  \n",
       " 22                  NaN  \n",
       " 23                  NaN  \n",
       " 24                  NaN  \n",
       " 25                  NaN  \n",
       " 26                  NaN  \n",
       " 27                  NaN  \n",
       " 28                  NaN  \n",
       " 29                 经验不限  \n",
       " 30                 经验不限  \n",
       " 31                 经验不限  \n",
       " 32                 经验不限  \n",
       " 33                 经验不限  \n",
       " 34                 一年以下  \n",
       " 35                 经验不限  \n",
       " 36                 经验不限  \n",
       " 37                 一年以下  \n",
       " 38                 经验不限  \n",
       " 39                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"f194b22457f2070ef1c68874fefd88f0\",\"...   \n",
       " 1   {\"userId\":\"25f6b1ac52e7301746c75814fc02784c\",\"...   \n",
       " 2   {\"userId\":\"c8b040414c97595a274a08c89b7442b4\",\"...   \n",
       " 3   {\"userId\":\"c8b040414c97595a274a08c89b7442b4\",\"...   \n",
       " 4   {\"userId\":\"8d160b6be5afbb63202b01fa8633e46c\",\"...   \n",
       " 5   {\"userId\":\"d437e0ff406adb8abbe36e15a73a3fdb\",\"...   \n",
       " 6   {\"userId\":\"5553774e1dfc4bd94e578f26109225be\",\"...   \n",
       " 7   {\"userId\":\"ec9218078fe56078643873581a669533\",\"...   \n",
       " 8   {\"userId\":\"39a1728f031b9c655ddcbeeebfee86ac\",\"...   \n",
       " 9   {\"userId\":\"39a1728f031b9c655ddcbeeebfee86ac\",\"...   \n",
       " 10  {\"userId\":\"eebd41625cfa9d55eba9ddc94cd0caf7\",\"...   \n",
       " 11  {\"userId\":\"cade02fc79d49a9a07345e990f68e06a\",\"...   \n",
       " 12  {\"userId\":\"5553774e1dfc4bd94e578f26109225be\",\"...   \n",
       " 13  {\"userId\":\"f5e1bea9eb4f05f8ea417c3b3ac6c6bf\",\"...   \n",
       " 14  {\"userId\":\"42c777d33249035ee908c636be4572e2\",\"...   \n",
       " 15  {\"userId\":\"42c777d33249035ee908c636be4572e2\",\"...   \n",
       " 16  {\"userId\":\"42c777d33249035ee908c636be4572e2\",\"...   \n",
       " 17  {\"userId\":\"\",\"recruiterName\":\"校园招聘\",\"jobKind\":...   \n",
       " 18  {\"userId\":\"981b13258990cc6d436fdf375830a447\",\"...   \n",
       " 19  {\"userId\":\"04d86436f78ae4e742d54e61ba569318\",\"...   \n",
       " 20  {\"userId\":\"04d86436f78ae4e742d54e61ba569318\",\"...   \n",
       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 22  {\"userId\":\"aa5178a66d1486a14b91c95b97d12f77\",\"...   \n",
       " 23  {\"userId\":\"e6ae796d51b328b7cfb55cf8ac07e869\",\"...   \n",
       " 24  {\"userId\":\"cb6716a4c26311016b851aaea7b26730\",\"...   \n",
       " 25  {\"userId\":\"\",\"recruiterName\":\"校园招聘\",\"jobKind\":...   \n",
       " 26  {\"userId\":\"cd7ad3180b3da658793aa6e6534d8619\",\"...   \n",
       " 27  {\"userId\":\"bf310ace2505d3415de3d46cd3d7dbb8\",\"...   \n",
       " 28  {\"userId\":\"ad10b2b5c605f4bfdf6a15188c0e6c29\",\"...   \n",
       " 29  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 30  {\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"...   \n",
       " 31  {\"userId\":\"5101bdeab7487e5c1d0a1fdec36fba93\",\"...   \n",
       " 32  {\"userId\":\"5101bdeab7487e5c1d0a1fdec36fba93\",\"...   \n",
       " 33  {\"userId\":\"221a63b5ccc754dccedc73674aa09304\",\"...   \n",
       " 34  {\"userId\":\"00a147b384567427fd08789b64b2ab78\",\"...   \n",
       " 35  {\"userId\":\"4c1479d6012e7b86caa970d322aac25f\",\"...   \n",
       " 36  {\"userId\":\"913622d8dc81eb0e78ae6c25a4ad1833\",\"...   \n",
       " 37  {\"userId\":\"b4e202c249d928a12ab21b867543c76b\",\"...   \n",
       " 38  {\"userId\":\"e2c8dc64bf6351839e99cda7b2bf580a\",\"...   \n",
       " 39  {\"userId\":\"7ca01ec408ef1d30ae8e48b4e676e58b\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.salary  \\\n",
       " 0                                                [本科]           6       8-10k   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]           6  15-25k·15薪   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]           6  19-20k·18薪   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]           6      19-25k   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]           6  15-20k·14薪   \n",
       " 5                                                [本科]           6  10-13k·14薪   \n",
       " 6                                     [本科, IT类, 系统开发]           6       7-11k   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...           6   9-18k·18薪   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]           6      10-23k   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]           6      10-20k   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]           6       7-13k   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]           6      20-30k   \n",
       " 12                                               [本科]           6       7-10k   \n",
       " 13                                   [本科, 产品设计, 用户研究]           6      12-25k   \n",
       " 14                                             [学历不限]           6       6-15k   \n",
       " 15                                             [学历不限]           6       7-11k   \n",
       " 16                                             [学历不限]           6       5-15k   \n",
       " 17                                                 []           7          面议   \n",
       " 18                                               [本科]           6        6-8k   \n",
       " 19                                               [本科]           6        6-8k   \n",
       " 20                                               [本科]           6        5-8k   \n",
       " 21                                               [本科]           6        4-5k   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...           6        4-8k   \n",
       " 23                                               [硕士]           6       9-12k   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]           6    6-8k·13薪   \n",
       " 25                                                 []           7      10-17k   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]           6      300元/天   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]           6  150-200元/天   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]           6  150-250元/天   \n",
       " 29                                  [to C, 电子商务, 消费品]           2  20-40k·14薪   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...           2       9-20k   \n",
       " 31                                             [to B]           2      13-16k   \n",
       " 32                                             [to B]           2      10-14k   \n",
       " 33                                              [证券类]           2       5-10k   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...           2       8-11k   \n",
       " 35                                                 []           2      15-30k   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]           2        2-3k   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]           2       6-11k   \n",
       " 38                                                 []           2      15-30k   \n",
       " 39                                             [金融产品]           2       5-10k   \n",
       " \n",
       "     job.dq                   job.title job.refreshTime job.jobId  \\\n",
       " 0   广州-番禺区          2022校招-营销中心-产品经理助理  20220926154947  47544603   \n",
       " 1   广州-越秀区    2023届提前批-产品经理 (MJ012344)  20230420135845  57974857   \n",
       " 2   广州-天河区                  人力资源数据产品经理  20230322141917  57191493   \n",
       " 3       广州                 互联网学习平台产品经理  20230322132453  57061851   \n",
       " 4   广州-黄埔区                     光器件产品经理  20230404115209  56924959   \n",
       " 5   广州-天河区                 【校招】信用卡产品经理  20230216154258  56180361   \n",
       " 6   广州-黄埔区                     产品经理培训生  20221124220251  52633137   \n",
       " 7       广州                    产品经理（校招）  20221019094528  52175421   \n",
       " 8   广州-黄埔区  2023届-大数据平台产品经理 (MJ001161)  20220823114952  52085797   \n",
       " 9   广州-黄埔区       2023届-产品经理 (MJ001163)  20220823114249  52085369   \n",
       " 10  广州-天河区               产品经理（2023届校招）  20220804104115  51637219   \n",
       " 11      广州                        产品经理  20211117162519  44935111   \n",
       " 12  广州-黄埔区                产品经理(J11023)  20220516121015  43590821   \n",
       " 13      广州                        产品经理  20220721161952  42835793   \n",
       " 14      广州              广电运通-产品经理（应届生）  20190930094327  23528191   \n",
       " 15      广州            基准医疗-助理产品经理（应届生）  20190930094853  23508203   \n",
       " 16      广州              中科开创-产品经理(应届生）  20190930095044  23479325   \n",
       " 17      广州                      行业产品经理  20230207174215    518911   \n",
       " 18  广州-越秀区                    直播运营（PM）  20230322150025  57195307   \n",
       " 19      广州            直播运营（PM）(J10125)  20230322143603  57193375   \n",
       " 20      广州             直播运营（PM） J10125  20230320120232  57104845   \n",
       " 21  广州-海珠区                        产品经理  20221109120406  52653127   \n",
       " 22  广州-番禺区              金融产品经理（番禺万博二路）  20230403163505  52547239   \n",
       " 23  广州-天河区                 BIM产品经理【校招】  20221012150029  51957245   \n",
       " 24  广州-黄埔区                        专案PM  20220705082900  50868041   \n",
       " 25  广州-黄埔区                    产品经理（管培）  20221021095151    529051   \n",
       " 26  广州-黄埔区                        产品经理  20211018160421  44041325   \n",
       " 27  广州-越秀区                   IT产品经理实习生  20220905114545  52377455   \n",
       " 28  广州-天河区                     产品经理实习生  20230320114041  57103675   \n",
       " 29  广州-天河区                    eWMS产品经理  20230420115138  57001973   \n",
       " 30  广州-南沙区         产品经理（高级产品经理&资深产品经理）  20230331105047  57448565   \n",
       " 31  广州-天河区                    （储备）产品经理  20221215110632  55079225   \n",
       " 32  广州-天河区          （储备）产品经理--20-22届本科  20230104143051  55322015   \n",
       " 33  广州-越秀区                      金融产品经理  20230410203802  57678719   \n",
       " 34  广州-海珠区              产品经理（凡科商城SaaS）  20230421102728  57723309   \n",
       " 35  广州-南沙区                       车产品经理  20211116112740  40364923   \n",
       " 36  广州-天河区                   储备干部—产品经理  20210415123107  38193153   \n",
       " 37      广州                    酒店签约产品经理  20210224104701  36091987   \n",
       " 38  广州-黄埔区                        产品经理  20200915191945  31738901   \n",
       " 39      广州                      金融产品经理  20210527172606  39588227   \n",
       " \n",
       "     job.advViewFlag  ...         recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0             False  ...  5f8f986c79c7cc70efbf36c808u.jpg     1000-2000人   \n",
       " 1             False  ...  5f8f9868f6d1ab58476f24a008u.jpg     2000-5000人   \n",
       " 2             False  ...  5f8f986c79c7cc70efbf36c808u.jpg    5000-10000人   \n",
       " 3             False  ...  5f8f986c79c7cc70efbf36c808u.jpg    5000-10000人   \n",
       " 4             False  ...  5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 5             False  ...  5f8f98648dbe6273dcf8515508u.jpg     1000-2000人   \n",
       " 6             False  ...  5f8f986c79c7cc70efbf36c808u.jpg     2000-5000人   \n",
       " 7             False  ...  5f8f986aea60860b75384fab08u.jpg     1000-2000人   \n",
       " 8             False  ...  5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 9             False  ...  5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 10            False  ...  5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 11            False  ...  5f8f98698dbe6273dcf8516008u.jpg          1-49人   \n",
       " 12            False  ...  5f8f986c79c7cc70efbf36c808u.jpg     2000-5000人   \n",
       " 13            False  ...  60ddc4dbdc1dd861d761c42805u.png         50-99人   \n",
       " 14            False  ...  5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 15            False  ...  5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 16            False  ...  5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 17            False  ...  5ca48f59509919fa0ea17f1f07u.png     2000-5000人   \n",
       " 18            False  ...  5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 19            False  ...  5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 20            False  ...  5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 21            False  ...  5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 22            False  ...  5f8f986bdfb13a7dee342f2108u.jpg     2000-5000人   \n",
       " 23            False  ...  5f8f9868f6d1ab58476f24a008u.jpg       100-499人   \n",
       " 24            False  ...  5f8f98648dbe6273dcf8515508u.jpg       500-999人   \n",
       " 25            False  ...  5ca48f59509919fa0ea17f1f07u.png       100-499人   \n",
       " 26            False  ...  5f8f986c79c7cc70efbf36c808u.jpg          1-49人   \n",
       " 27            False  ...  61d6ce21b10cc11ae96008f502u.png     2000-5000人   \n",
       " 28            False  ...  5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 29            False  ...  63a9534728c57209b0f4aa0505u.png       10000人以上   \n",
       " 30            False  ...  5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 31            False  ...  5f8f986bdfb13a7dee342f2108u.jpg       500-999人   \n",
       " 32            False  ...  5f8f986bdfb13a7dee342f2108u.jpg       500-999人   \n",
       " 33            False  ...  5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " 34            False  ...  5f8f98648dbe6273dcf8515508u.jpg       500-999人   \n",
       " 35            False  ...  5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 36            False  ...  5f8f986779c7cc70efbf36c008u.jpg         50-99人   \n",
       " 37            False  ...  603486248f5866739fffda8207u.png          1-49人   \n",
       " 38            False  ...  5f8f986bdfb13a7dee342f2108u.jpg    5000-10000人   \n",
       " 39            False  ...  5f8f9866dfb13a7dee342f1808u.jpg     2000-5000人   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "    comp.compIndustry                                 comp.link comp.compStage  \\\n",
       " 0                 制药   https://www.liepin.com/company/9803471/            NaN   \n",
       " 1                互联网    https://www.liepin.com/company/693385/            已上市   \n",
       " 2           基金/证券/期货   https://www.liepin.com/company/1421537/            已上市   \n",
       " 3           基金/证券/期货   https://www.liepin.com/company/1421537/            已上市   \n",
       " 4               通信设备  https://www.liepin.com/company/12753371/             A轮   \n",
       " 5                 银行   https://www.liepin.com/company/8866590/            NaN   \n",
       " 6           食品/饮料/酒水   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7                互联网   https://www.liepin.com/company/9095103/            NaN   \n",
       " 8              计算机软件   https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9              计算机软件   https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10             计算机软件   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11               互联网  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12          食品/饮料/酒水   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13            专业技术服务  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14              其他行业   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15              其他行业   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16              其他行业   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17              通信设备   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18               互联网   https://www.liepin.com/company/9608440/             其他   \n",
       " 19               互联网   https://www.liepin.com/company/9608440/             其他   \n",
       " 20               互联网   https://www.liepin.com/company/9608440/             其他   \n",
       " 21              通信设备   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22          基金/证券/期货   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23           建筑/工程设计   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24       电子/半导体/集成电路   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25               互联网   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26              培训服务  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27             计算机软件   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28             计算机软件   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29                日化    https://www.liepin.com/company/873330/            NaN   \n",
       " 30          食品/饮料/酒水  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31              IT服务   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32              IT服务   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33          基金/证券/期货  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34               互联网   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35              整车制造   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36              科技金融  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37             酒店/民宿  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38             计算机软件   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39          基金/证券/期货   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears  \n",
       " 0                  NaN                  NaN  \n",
       " 1                  NaN                  NaN  \n",
       " 2                  NaN                  NaN  \n",
       " 3                  NaN                  NaN  \n",
       " 4                  NaN                  NaN  \n",
       " 5                  NaN                  NaN  \n",
       " 6                  NaN                  NaN  \n",
       " 7                  NaN                  NaN  \n",
       " 8                  NaN                  NaN  \n",
       " 9                  NaN                  NaN  \n",
       " 10                 NaN                  NaN  \n",
       " 11                 NaN                  NaN  \n",
       " 12                 NaN                  NaN  \n",
       " 13                 NaN                  NaN  \n",
       " 14                 NaN                  NaN  \n",
       " 15                 NaN                  NaN  \n",
       " 16                 NaN                  NaN  \n",
       " 17                 NaN                  NaN  \n",
       " 18                 NaN                  NaN  \n",
       " 19                 NaN                  NaN  \n",
       " 20                 NaN                  NaN  \n",
       " 21                 NaN                  NaN  \n",
       " 22                 NaN                  NaN  \n",
       " 23                 NaN                  NaN  \n",
       " 24                 NaN                  NaN  \n",
       " 25                 NaN                  NaN  \n",
       " 26                 NaN                  NaN  \n",
       " 27                 NaN                  NaN  \n",
       " 28                 NaN                  NaN  \n",
       " 29                统招本科                 经验不限  \n",
       " 30                  大专                 经验不限  \n",
       " 31                  硕士                 经验不限  \n",
       " 32                统招本科                 经验不限  \n",
       " 33                  本科                 经验不限  \n",
       " 34                  本科                 一年以下  \n",
       " 35                  本科                 经验不限  \n",
       " 36                统招本科                 经验不限  \n",
       " 37               中专/中技                 一年以下  \n",
       " 38                  本科                 经验不限  \n",
       " 39                统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"job...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"job...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"job...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " \n",
       "                                              dataInfo  recruiter.chatted  \\\n",
       " 0   %7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...              False   \n",
       " 1   %7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...              False   \n",
       " 2   %7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...              False   \n",
       " 3   %7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...              False   \n",
       " 4   %7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...              False   \n",
       " 5   %7B%22jobId%22%3A%2256180361%22%2C%22ckId%22%3...              False   \n",
       " 6   %7B%22jobId%22%3A%2252633137%22%2C%22ckId%22%3...              False   \n",
       " 7   %7B%22jobId%22%3A%2252175421%22%2C%22ckId%22%3...              False   \n",
       " 8   %7B%22jobId%22%3A%2252085797%22%2C%22ckId%22%3...              False   \n",
       " 9   %7B%22jobId%22%3A%2252085369%22%2C%22ckId%22%3...              False   \n",
       " 10  %7B%22jobId%22%3A%2251637219%22%2C%22ckId%22%3...              False   \n",
       " 11  %7B%22jobId%22%3A%2244935111%22%2C%22ckId%22%3...              False   \n",
       " 12  %7B%22jobId%22%3A%2243590821%22%2C%22ckId%22%3...              False   \n",
       " 13  %7B%22jobId%22%3A%2242835793%22%2C%22ckId%22%3...              False   \n",
       " 14  %7B%22jobId%22%3A%2223528191%22%2C%22ckId%22%3...              False   \n",
       " 15  %7B%22jobId%22%3A%2223508203%22%2C%22ckId%22%3...              False   \n",
       " 16  %7B%22jobId%22%3A%2223479325%22%2C%22ckId%22%3...              False   \n",
       " 17  %7B%22jobId%22%3A%22518911%22%2C%22ckId%22%3A%...              False   \n",
       " 18  %7B%22jobId%22%3A%2257195307%22%2C%22ckId%22%3...              False   \n",
       " 19  %7B%22jobId%22%3A%2257193375%22%2C%22ckId%22%3...              False   \n",
       " 20  %7B%22jobId%22%3A%2257104845%22%2C%22ckId%22%3...              False   \n",
       " 21  %7B%22jobId%22%3A%2252653127%22%2C%22ckId%22%3...              False   \n",
       " 22  %7B%22jobId%22%3A%2252547239%22%2C%22ckId%22%3...              False   \n",
       " 23  %7B%22jobId%22%3A%2251957245%22%2C%22ckId%22%3...              False   \n",
       " 24  %7B%22jobId%22%3A%2250868041%22%2C%22ckId%22%3...              False   \n",
       " 25  %7B%22jobId%22%3A%22529051%22%2C%22ckId%22%3A%...              False   \n",
       " 26  %7B%22jobId%22%3A%2244041325%22%2C%22ckId%22%3...              False   \n",
       " 27  %7B%22jobId%22%3A%2252377455%22%2C%22ckId%22%3...              False   \n",
       " 28  %7B%22jobId%22%3A%2257103675%22%2C%22ckId%22%3...              False   \n",
       " 29  %7B%22jobId%22%3A%2257001973%22%2C%22ckId%22%3...              False   \n",
       " 30  %7B%22jobId%22%3A%2257448565%22%2C%22ckId%22%3...              False   \n",
       " 31  %7B%22jobId%22%3A%2255079225%22%2C%22ckId%22%3...              False   \n",
       " 32  %7B%22jobId%22%3A%2255322015%22%2C%22ckId%22%3...              False   \n",
       " 33  %7B%22jobId%22%3A%2257678719%22%2C%22ckId%22%3...              False   \n",
       " 34  %7B%22jobId%22%3A%2257723309%22%2C%22ckId%22%3...              False   \n",
       " 35  %7B%22jobId%22%3A%2240364923%22%2C%22ckId%22%3...              False   \n",
       " 36  %7B%22jobId%22%3A%2238193153%22%2C%22ckId%22%3...              False   \n",
       " 37  %7B%22jobId%22%3A%2236091987%22%2C%22ckId%22%3...              False   \n",
       " 38  %7B%22jobId%22%3A%2231738901%22%2C%22ckId%22%3...              False   \n",
       " 39  %7B%22jobId%22%3A%2239588227%22%2C%22ckId%22%3...              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      胡先生                     招聘主管   \n",
       " 1                      张先生                  招聘经理/主管   \n",
       " 2                      饶先生                     招聘经理   \n",
       " 3                      饶先生                     招聘经理   \n",
       " 4                      陈女士                            \n",
       " 5                      吴女士                            \n",
       " 6                      田先生           人力资源招聘HRBP绩效经理   \n",
       " 7                      李先生                人力资源经理/主管   \n",
       " 8                      张女士                     招聘主管   \n",
       " 9                      张女士                     招聘主管   \n",
       " 10                     周女士                     猎头顾问   \n",
       " 11                     李先生                     人力经理   \n",
       " 12                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 13                     梁先生                       HR   \n",
       " 14                     李女士                     工作人员   \n",
       " 15                     李女士                     工作人员   \n",
       " 16                     李女士                     工作人员   \n",
       " 17                    校园招聘                     校招HR   \n",
       " 18                     廖女士                            \n",
       " 19                     杨女士                     招聘主管   \n",
       " 20                     杨女士                     招聘主管   \n",
       " 21                     黎先生                     招聘主管   \n",
       " 22                     汤先生                            \n",
       " 23                     李先生                     招聘主管   \n",
       " 24                     赵女士                            \n",
       " 25                    校园招聘                     校招HR   \n",
       " 26                     王先生                      合伙人   \n",
       " 27                     郑女士                     HRBP   \n",
       " 28                     张女士                            \n",
       " 29                     冯先生                Recruiter   \n",
       " 30                     巢女士                       HR   \n",
       " 31                     黎先生                       HR   \n",
       " 32                     黎先生                       HR   \n",
       " 33                     张女士                     营销后勤   \n",
       " 34                     潘女士                     招聘经理   \n",
       " 35                     覃女士                    信息化总监   \n",
       " 36                     陈女士                       HR   \n",
       " 37                     李先生                     运营总监   \n",
       " 38                     黄先生                     产品助理   \n",
       " 39                     纪女士                            \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 1   4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       " 2   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 3   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 4   3338a96140162a1413f41eedf071201e                    2   \n",
       " 5   2000a795a9a6a86dad8732728d6065d6                    2   \n",
       " 6   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7   ee8ece450dc970726dadb487287a091a                    2   \n",
       " 8   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 9   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 10  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       " 11  65866dcb30e2941a81aa296c287c375a                    2   \n",
       " 12  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 13  7143e556d3295235e030375514342674                    2   \n",
       " 14  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 15  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 16  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 17                               NaN                  NaN   \n",
       " 18  e45395410508ae97cd74bb959a88946e                    2   \n",
       " 19  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 20  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       " 23  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 24  21a13ffda91f2be2894648012f776b17                    2   \n",
       " 25                               NaN                  NaN   \n",
       " 26  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       " 27  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       " 28  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 29  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 30  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       " 31  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 32  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 33  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       " 34  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 35  a52981d937e43ae4351ff05530f680dd                    2   \n",
       " 36  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       " 37  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 38  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       " 39  dfd87038bcffad82351ff05530f680dd                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   ec9218078fe56078643873581a669533  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18  981b13258990cc6d436fdf375830a447  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  aa5178a66d1486a14b91c95b97d12f77  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  e6ae796d51b328b7cfb55cf8ac07e869  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24  cb6716a4c26311016b851aaea7b26730  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26  cd7ad3180b3da658793aa6e6534d8619  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  bf310ace2505d3415de3d46cd3d7dbb8  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28  ad10b2b5c605f4bfdf6a15188c0e6c29  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  f7de5de3cbf7fd89b9bfda7f445931e2  63a9534728c57209b0f4aa0505u.png   \n",
       " 30  5f7637977411b86467332ec93bce4deb  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  221a63b5ccc754dccedc73674aa09304  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  00a147b384567427fd08789b64b2ab78  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  4c1479d6012e7b86caa970d322aac25f  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  913622d8dc81eb0e78ae6c25a4ad1833  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  b4e202c249d928a12ab21b867543c76b  603486248f5866739fffda8207u.png   \n",
       " 38  e2c8dc64bf6351839e99cda7b2bf580a  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  7ca01ec408ef1d30ae8e48b4e676e58b  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                                            job.labels  ... job.advViewFlag  \\\n",
       " 0                                                [本科]  ...           False   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  ...           False   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  ...           False   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  ...           False   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  ...           False   \n",
       " 5                                                [本科]  ...           False   \n",
       " 6                                     [本科, IT类, 系统开发]  ...           False   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  ...           False   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  ...           False   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  ...           False   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  ...           False   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  ...           False   \n",
       " 12                                               [本科]  ...           False   \n",
       " 13                                   [本科, 产品设计, 用户研究]  ...           False   \n",
       " 14                                             [学历不限]  ...           False   \n",
       " 15                                             [学历不限]  ...           False   \n",
       " 16                                             [学历不限]  ...           False   \n",
       " 17                                                 []  ...           False   \n",
       " 18                                               [本科]  ...           False   \n",
       " 19                                               [本科]  ...           False   \n",
       " 20                                               [本科]  ...           False   \n",
       " 21                                               [本科]  ...           False   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  ...           False   \n",
       " 23                                               [硕士]  ...           False   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  ...           False   \n",
       " 25                                                 []  ...           False   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  ...           False   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  ...           False   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  ...           False   \n",
       " 29                                  [to C, 电子商务, 消费品]  ...           False   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  ...           False   \n",
       " 31                                             [to B]  ...           False   \n",
       " 32                                             [to B]  ...           False   \n",
       " 33                                              [证券类]  ...           False   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  ...           False   \n",
       " 35                                                 []  ...           False   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  ...           False   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  ...           False   \n",
       " 38                                                 []  ...           False   \n",
       " 39                                             [金融产品]  ...           False   \n",
       " \n",
       "    comp.compId comp.compScale          comp.compName  \\\n",
       " 0      9803471     1000-2000人                 泰邦生物集团   \n",
       " 1       693385     2000-5000人                    广联达   \n",
       " 2      1421537    5000-10000人                   广发证券   \n",
       " 3      1421537    5000-10000人                   广发证券   \n",
       " 4     12753371         50-99人           高勘(广州)技术有限公司   \n",
       " 5      8866590     1000-2000人                广州银行信用卡   \n",
       " 6      8080810     2000-5000人                   汤臣倍健   \n",
       " 7      9095103     1000-2000人        联通(广东)产业互联网有限公司   \n",
       " 8      8547388       10000人以上               广电运通金融电子   \n",
       " 9      8547388       10000人以上               广电运通金融电子   \n",
       " 10     8967569       500-999人         广东南方数码科技股份有限公司   \n",
       " 11    12998701          1-49人         广州一九一九网络科技有限公司   \n",
       " 12     8080810     2000-5000人                   汤臣倍健   \n",
       " 13    12447389         50-99人                   广金征信   \n",
       " 14     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 15     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 16     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 17     9370318     2000-5000人     中国联合网络通信有限公司广州市分公司   \n",
       " 18     9608440       100-499人                   茉莉传媒   \n",
       " 19     9608440       100-499人                   茉莉传媒   \n",
       " 20     9608440       100-499人                   茉莉传媒   \n",
       " 21     7863327    5000-10000人                   润建股份   \n",
       " 22     9874217     2000-5000人        广发证券股份有限公司广州分公司   \n",
       " 23     9961079       100-499人                  城建设计院   \n",
       " 24     1147021       500-999人           光宝科技(常州)有限公司   \n",
       " 25     8774355       100-499人                   尚航科技   \n",
       " 26    12244247          1-49人           广州数方网络科技有限公司   \n",
       " 27     1640101     2000-5000人         友邦资讯科技(广州)有限公司   \n",
       " 28     1070270     1000-2000人                   中望软件   \n",
       " 29      873330       10000人以上               广州宝洁有限公司   \n",
       " 30    13103111     1000-2000人             广州奥昆食品有限公司   \n",
       " 31     8635284       500-999人                   嘉为科技   \n",
       " 32     8635284       500-999人                   嘉为科技   \n",
       " 33    13501215          1-49人  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34     8565691       500-999人                     凡科   \n",
       " 35     9550328     1000-2000人                   合创汽车   \n",
       " 36    12691289         50-99人          嘉联支付有限公司广州分公司   \n",
       " 37    12569735          1-49人           广州视界行旅行社有限公司   \n",
       " 38     9838667    5000-10000人           广州视臻信息科技有限公司   \n",
       " 39     9874217     2000-5000人        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  \\\n",
       " 0   5da02d450c1585184590d96f08u.png                制药   \n",
       " 1   5bfe954674719dc6ed7416af03a.png               互联网   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png              通信设备   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png                银行   \n",
       " 6   5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 7   6030a6c1701c060c94ace27002u.png               互联网   \n",
       " 8   6242b195ca47ff43908033f907u.png             计算机软件   \n",
       " 9   6242b195ca47ff43908033f907u.png             计算机软件   \n",
       " 10  5bfffaba74719da073f0e13e03u.png             计算机软件   \n",
       " 11  61b07937d0458d53c627567e02u.jpg               互联网   \n",
       " 12  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 13  61c1924e642c8c0bf718876205u.png            专业技术服务   \n",
       " 14  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 15  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 16  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 17  620dea10dd77d50cb82e806105u.png              通信设备   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 21  5cc116c89fae687d43343d7308u.png              通信设备   \n",
       " 22  60ab7b474005a2070875f99702u.png          基金/证券/期货   \n",
       " 23  5f5dcedbea60860b751dde8904u.png           建筑/工程设计   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png       电子/半导体/集成电路   \n",
       " 25  5bfffb3674719da073f123fc03u.png               互联网   \n",
       " 26  61b07937d0458d53c627567e02u.jpg              培训服务   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg             计算机软件   \n",
       " 28  608929f85e8a1c32e33be8c504u.png             计算机软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png                日化   \n",
       " 30  61b07937d0458d53c627567e02u.jpg          食品/饮料/酒水   \n",
       " 31  63b4d9f0a0380858a9711da306u.png              IT服务   \n",
       " 32  63b4d9f0a0380858a9711da306u.png              IT服务   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg          基金/证券/期货   \n",
       " 34  5f0e8273639c8353866faf6d01u.png               互联网   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg              整车制造   \n",
       " 36  61b07937d0458d53c627567e02u.jpg              科技金融   \n",
       " 37  603470aab9834220c1e1405904u.jpg             酒店/民宿   \n",
       " 38  61b07937d0458d53c627567e02u.jpg             计算机软件   \n",
       " 39  60ab7b474005a2070875f99702u.png          基金/证券/期货   \n",
       " \n",
       "                                    comp.link comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/            NaN   \n",
       " 1     https://www.liepin.com/company/693385/            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/             其他   \n",
       " 19   https://www.liepin.com/company/9608440/             其他   \n",
       " 20   https://www.liepin.com/company/9608440/             其他   \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears  \n",
       " 0                  NaN                  NaN  \n",
       " 1                  NaN                  NaN  \n",
       " 2                  NaN                  NaN  \n",
       " 3                  NaN                  NaN  \n",
       " 4                  NaN                  NaN  \n",
       " 5                  NaN                  NaN  \n",
       " 6                  NaN                  NaN  \n",
       " 7                  NaN                  NaN  \n",
       " 8                  NaN                  NaN  \n",
       " 9                  NaN                  NaN  \n",
       " 10                 NaN                  NaN  \n",
       " 11                 NaN                  NaN  \n",
       " 12                 NaN                  NaN  \n",
       " 13                 NaN                  NaN  \n",
       " 14                 NaN                  NaN  \n",
       " 15                 NaN                  NaN  \n",
       " 16                 NaN                  NaN  \n",
       " 17                 NaN                  NaN  \n",
       " 18                 NaN                  NaN  \n",
       " 19                 NaN                  NaN  \n",
       " 20                 NaN                  NaN  \n",
       " 21                 NaN                  NaN  \n",
       " 22                 NaN                  NaN  \n",
       " 23                 NaN                  NaN  \n",
       " 24                 NaN                  NaN  \n",
       " 25                 NaN                  NaN  \n",
       " 26                 NaN                  NaN  \n",
       " 27                 NaN                  NaN  \n",
       " 28                 NaN                  NaN  \n",
       " 29                统招本科                 经验不限  \n",
       " 30                  大专                 经验不限  \n",
       " 31                  硕士                 经验不限  \n",
       " 32                统招本科                 经验不限  \n",
       " 33                  本科                 经验不限  \n",
       " 34                  本科                 一年以下  \n",
       " 35                  本科                 经验不限  \n",
       " 36                统招本科                 经验不限  \n",
       " 37               中专/中技                 一年以下  \n",
       " 38                  本科                 经验不限  \n",
       " 39                统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams comp.compScale  \\\n",
       " 0   {\"recruiterName\":\"胡先生\",\"jobId\":\"47544603\",\"use...     1000-2000人   \n",
       " 1   {\"recruiterName\":\"张先生\",\"jobId\":\"57974857\",\"use...     2000-5000人   \n",
       " 2   {\"recruiterName\":\"饶先生\",\"jobId\":\"57191493\",\"use...    5000-10000人   \n",
       " 3   {\"recruiterName\":\"饶先生\",\"jobId\":\"57061851\",\"use...    5000-10000人   \n",
       " 4   {\"recruiterName\":\"陈女士\",\"jobId\":\"56924959\",\"use...         50-99人   \n",
       " 5   {\"recruiterName\":\"吴女士\",\"jobId\":\"56180361\",\"use...     1000-2000人   \n",
       " 6   {\"recruiterName\":\"田先生\",\"jobId\":\"52633137\",\"use...     2000-5000人   \n",
       " 7   {\"recruiterName\":\"李先生\",\"jobId\":\"52175421\",\"use...     1000-2000人   \n",
       " 8   {\"recruiterName\":\"张女士\",\"jobId\":\"52085797\",\"use...       10000人以上   \n",
       " 9   {\"recruiterName\":\"张女士\",\"jobId\":\"52085369\",\"use...       10000人以上   \n",
       " 10  {\"recruiterName\":\"周女士\",\"jobId\":\"51637219\",\"use...       500-999人   \n",
       " 11  {\"recruiterName\":\"李先生\",\"jobId\":\"44935111\",\"use...          1-49人   \n",
       " 12  {\"recruiterName\":\"田先生\",\"jobId\":\"43590821\",\"use...     2000-5000人   \n",
       " 13  {\"recruiterName\":\"梁先生\",\"jobId\":\"42835793\",\"use...         50-99人   \n",
       " 14  {\"recruiterName\":\"李女士\",\"jobId\":\"23528191\",\"use...       100-499人   \n",
       " 15  {\"recruiterName\":\"李女士\",\"jobId\":\"23508203\",\"use...       100-499人   \n",
       " 16  {\"recruiterName\":\"李女士\",\"jobId\":\"23479325\",\"use...       100-499人   \n",
       " 17  {\"recruiterName\":\"校园招聘\",\"jobId\":\"518911\",\"user...     2000-5000人   \n",
       " 18  {\"recruiterName\":\"廖女士\",\"jobId\":\"57195307\",\"use...       100-499人   \n",
       " 19  {\"recruiterName\":\"杨女士\",\"jobId\":\"57193375\",\"use...       100-499人   \n",
       " 20  {\"recruiterName\":\"杨女士\",\"jobId\":\"57104845\",\"use...       100-499人   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"jobId\":\"52653127\",\"use...    5000-10000人   \n",
       " 22  {\"recruiterName\":\"汤先生\",\"jobId\":\"52547239\",\"use...     2000-5000人   \n",
       " 23  {\"recruiterName\":\"李先生\",\"jobId\":\"51957245\",\"use...       100-499人   \n",
       " 24  {\"recruiterName\":\"赵女士\",\"jobId\":\"50868041\",\"use...       500-999人   \n",
       " 25  {\"recruiterName\":\"校园招聘\",\"jobId\":\"529051\",\"user...       100-499人   \n",
       " 26  {\"recruiterName\":\"王先生\",\"jobId\":\"44041325\",\"use...          1-49人   \n",
       " 27  {\"recruiterName\":\"郑女士\",\"jobId\":\"52377455\",\"use...     2000-5000人   \n",
       " 28  {\"recruiterName\":\"张女士\",\"jobId\":\"57103675\",\"use...     1000-2000人   \n",
       " 29  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"use...       10000人以上   \n",
       " 30  {\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"use...     1000-2000人   \n",
       " 31  {\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"use...       500-999人   \n",
       " 32  {\"recruiterName\":\"黎先生\",\"jobId\":\"55322015\",\"use...       500-999人   \n",
       " 33  {\"recruiterName\":\"张女士\",\"jobId\":\"57678719\",\"use...          1-49人   \n",
       " 34  {\"recruiterName\":\"潘女士\",\"jobId\":\"57723309\",\"use...       500-999人   \n",
       " 35  {\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"use...     1000-2000人   \n",
       " 36  {\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"use...         50-99人   \n",
       " 37  {\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"use...          1-49人   \n",
       " 38  {\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"use...    5000-10000人   \n",
       " 39  {\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"use...     2000-5000人   \n",
       " \n",
       "                       comp.compLogo  comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png      9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png       693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png      1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png      1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png     12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png      8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg      8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png      9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png      8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png      8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png      8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg     12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg      8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png     12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg      8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg      8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg      8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png      9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg      9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg      9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg      9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png      7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png      9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png      9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png      1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png      8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg     12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg      1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png      1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png       873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg     13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png      8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png      8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg     13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png      8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg      9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg     12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg     12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg      9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png      9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0                 制药   https://www.liepin.com/company/9803471/   \n",
       " 1                互联网    https://www.liepin.com/company/693385/   \n",
       " 2           基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       " 3           基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       " 4               通信设备  https://www.liepin.com/company/12753371/   \n",
       " 5                 银行   https://www.liepin.com/company/8866590/   \n",
       " 6           食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       " 7                互联网   https://www.liepin.com/company/9095103/   \n",
       " 8              计算机软件   https://www.liepin.com/company/8547388/   \n",
       " 9              计算机软件   https://www.liepin.com/company/8547388/   \n",
       " 10             计算机软件   https://www.liepin.com/company/8967569/   \n",
       " 11               互联网  https://www.liepin.com/company/12998701/   \n",
       " 12          食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       " 13            专业技术服务  https://www.liepin.com/company/12447389/   \n",
       " 14              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 15              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 16              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 17              通信设备   https://www.liepin.com/company/9370318/   \n",
       " 18               互联网   https://www.liepin.com/company/9608440/   \n",
       " 19               互联网   https://www.liepin.com/company/9608440/   \n",
       " 20               互联网   https://www.liepin.com/company/9608440/   \n",
       " 21              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 22          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       " 23           建筑/工程设计   https://www.liepin.com/company/9961079/   \n",
       " 24       电子/半导体/集成电路   https://www.liepin.com/company/1147021/   \n",
       " 25               互联网   https://www.liepin.com/company/8774355/   \n",
       " 26              培训服务  https://www.liepin.com/company/12244247/   \n",
       " 27             计算机软件   https://www.liepin.com/company/1640101/   \n",
       " 28             计算机软件   https://www.liepin.com/company/1070270/   \n",
       " 29                日化    https://www.liepin.com/company/873330/   \n",
       " 30          食品/饮料/酒水  https://www.liepin.com/company/13103111/   \n",
       " 31              IT服务   https://www.liepin.com/company/8635284/   \n",
       " 32              IT服务   https://www.liepin.com/company/8635284/   \n",
       " 33          基金/证券/期货  https://www.liepin.com/company/13501215/   \n",
       " 34               互联网   https://www.liepin.com/company/8565691/   \n",
       " 35              整车制造   https://www.liepin.com/company/9550328/   \n",
       " 36              科技金融  https://www.liepin.com/company/12691289/   \n",
       " 37             酒店/民宿  https://www.liepin.com/company/12569735/   \n",
       " 38             计算机软件   https://www.liepin.com/company/9838667/   \n",
       " 39          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       " \n",
       "                                            job.labels  job.salary  ...  \\\n",
       " 0                                                [本科]       8-10k  ...   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  15-25k·15薪  ...   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  19-20k·18薪  ...   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]      19-25k  ...   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  15-20k·14薪  ...   \n",
       " 5                                                [本科]  10-13k·14薪  ...   \n",
       " 6                                     [本科, IT类, 系统开发]       7-11k  ...   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   9-18k·18薪  ...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]      10-23k  ...   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]      10-20k  ...   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]       7-13k  ...   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]      20-30k  ...   \n",
       " 12                                               [本科]       7-10k  ...   \n",
       " 13                                   [本科, 产品设计, 用户研究]      12-25k  ...   \n",
       " 14                                             [学历不限]       6-15k  ...   \n",
       " 15                                             [学历不限]       7-11k  ...   \n",
       " 16                                             [学历不限]       5-15k  ...   \n",
       " 17                                                 []          面议  ...   \n",
       " 18                                               [本科]        6-8k  ...   \n",
       " 19                                               [本科]        6-8k  ...   \n",
       " 20                                               [本科]        5-8k  ...   \n",
       " 21                                               [本科]        4-5k  ...   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...        4-8k  ...   \n",
       " 23                                               [硕士]       9-12k  ...   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]    6-8k·13薪  ...   \n",
       " 25                                                 []      10-17k  ...   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]      300元/天  ...   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  150-200元/天  ...   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  150-250元/天  ...   \n",
       " 29                                  [to C, 电子商务, 消费品]  20-40k·14薪  ...   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...       9-20k  ...   \n",
       " 31                                             [to B]      13-16k  ...   \n",
       " 32                                             [to B]      10-14k  ...   \n",
       " 33                                              [证券类]       5-10k  ...   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...       8-11k  ...   \n",
       " 35                                                 []      15-30k  ...   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]        2-3k  ...   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]       6-11k  ...   \n",
       " 38                                                 []      15-30k  ...   \n",
       " 39                                             [金融产品]       5-10k  ...   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      胡先生                     招聘主管   \n",
       " 1                      张先生                  招聘经理/主管   \n",
       " 2                      饶先生                     招聘经理   \n",
       " 3                      饶先生                     招聘经理   \n",
       " 4                      陈女士                            \n",
       " 5                      吴女士                            \n",
       " 6                      田先生           人力资源招聘HRBP绩效经理   \n",
       " 7                      李先生                人力资源经理/主管   \n",
       " 8                      张女士                     招聘主管   \n",
       " 9                      张女士                     招聘主管   \n",
       " 10                     周女士                     猎头顾问   \n",
       " 11                     李先生                     人力经理   \n",
       " 12                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 13                     梁先生                       HR   \n",
       " 14                     李女士                     工作人员   \n",
       " 15                     李女士                     工作人员   \n",
       " 16                     李女士                     工作人员   \n",
       " 17                    校园招聘                     校招HR   \n",
       " 18                     廖女士                            \n",
       " 19                     杨女士                     招聘主管   \n",
       " 20                     杨女士                     招聘主管   \n",
       " 21                     黎先生                     招聘主管   \n",
       " 22                     汤先生                            \n",
       " 23                     李先生                     招聘主管   \n",
       " 24                     赵女士                            \n",
       " 25                    校园招聘                     校招HR   \n",
       " 26                     王先生                      合伙人   \n",
       " 27                     郑女士                     HRBP   \n",
       " 28                     张女士                            \n",
       " 29                     冯先生                Recruiter   \n",
       " 30                     巢女士                       HR   \n",
       " 31                     黎先生                       HR   \n",
       " 32                     黎先生                       HR   \n",
       " 33                     张女士                     营销后勤   \n",
       " 34                     潘女士                     招聘经理   \n",
       " 35                     覃女士                    信息化总监   \n",
       " 36                     陈女士                       HR   \n",
       " 37                     李先生                     运营总监   \n",
       " 38                     黄先生                     产品助理   \n",
       " 39                     纪女士                            \n",
       " \n",
       "                recruiter.recruiterId                    recruiter.imId  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0  24464779696ae1f3c1bd2b3e9fec8144   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c  4424dbbb847efb7bd9f9b108068c7fc3   \n",
       " 2   c8b040414c97595a274a08c89b7442b4  80b8e48c629e0b0704612e645251413c   \n",
       " 3   c8b040414c97595a274a08c89b7442b4  80b8e48c629e0b0704612e645251413c   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c  3338a96140162a1413f41eedf071201e   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb  2000a795a9a6a86dad8732728d6065d6   \n",
       " 6   5553774e1dfc4bd94e578f26109225be  3d916811f6aedd61ef38cb0ce6f46cd7   \n",
       " 7   ec9218078fe56078643873581a669533  ee8ece450dc970726dadb487287a091a   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac  df21e7893077a58b576c9077e768cf3d   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac  df21e7893077a58b576c9077e768cf3d   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7  7eabd8b3042658d7ef38cb0ce6f46cd7   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a  65866dcb30e2941a81aa296c287c375a   \n",
       " 12  5553774e1dfc4bd94e578f26109225be  3d916811f6aedd61ef38cb0ce6f46cd7   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf  7143e556d3295235e030375514342674   \n",
       " 14  42c777d33249035ee908c636be4572e2  46a2dc0dbdb73e38d3eb8c93eeb0aca8   \n",
       " 15  42c777d33249035ee908c636be4572e2  46a2dc0dbdb73e38d3eb8c93eeb0aca8   \n",
       " 16  42c777d33249035ee908c636be4572e2  46a2dc0dbdb73e38d3eb8c93eeb0aca8   \n",
       " 17                                                                 NaN   \n",
       " 18  981b13258990cc6d436fdf375830a447  e45395410508ae97cd74bb959a88946e   \n",
       " 19  04d86436f78ae4e742d54e61ba569318  4ed3d1cebc9244a68d1ff84e0a6c6898   \n",
       " 20  04d86436f78ae4e742d54e61ba569318  4ed3d1cebc9244a68d1ff84e0a6c6898   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7  beff7093463e459a613348042573671f   \n",
       " 22  aa5178a66d1486a14b91c95b97d12f77  8d99c684336f6a8a78efc05f67c8e059   \n",
       " 23  e6ae796d51b328b7cfb55cf8ac07e869  27889d000b04e381a9f0273dd33fa30b   \n",
       " 24  cb6716a4c26311016b851aaea7b26730  21a13ffda91f2be2894648012f776b17   \n",
       " 25                                                                 NaN   \n",
       " 26  cd7ad3180b3da658793aa6e6534d8619  5f3473079fe7d907dfb6df235db455f2   \n",
       " 27  bf310ace2505d3415de3d46cd3d7dbb8  a0c76e691dcb4fc51a8f292380bb6cab   \n",
       " 28  ad10b2b5c605f4bfdf6a15188c0e6c29  92de957c48850436e780be9e721bd5b9   \n",
       " 29  f7de5de3cbf7fd89b9bfda7f445931e2  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 30  5f7637977411b86467332ec93bce4deb  6ab9ed693b6c1c9ef72c2cb241b5d2db   \n",
       " 31  5101bdeab7487e5c1d0a1fdec36fba93  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       " 32  5101bdeab7487e5c1d0a1fdec36fba93  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       " 33  221a63b5ccc754dccedc73674aa09304  5db5e3b62255ab0ad13849bb1c3ef75a   \n",
       " 34  00a147b384567427fd08789b64b2ab78  d5b785128e48827bf0e943e3aa9ed4a9   \n",
       " 35  4c1479d6012e7b86caa970d322aac25f  a52981d937e43ae4351ff05530f680dd   \n",
       " 36  913622d8dc81eb0e78ae6c25a4ad1833  d0ae3dde372a86174383db9bf147ecbd   \n",
       " 37  b4e202c249d928a12ab21b867543c76b  84d19e79d4adc2a504612e645251413c   \n",
       " 38  e2c8dc64bf6351839e99cda7b2bf580a  f07475d7118ceba61b4fb320fc878e26   \n",
       " 39  7ca01ec408ef1d30ae8e48b4e676e58b  dfd87038bcffad82351ff05530f680dd   \n",
       " \n",
       "    recruiter.imUserType recruiter.chatted         recruiter.recruiterPhoto  \\\n",
       " 0                     2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1                     2             False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2                     2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3                     2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4                     2             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5                     2             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6                     2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7                     2             False  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8                     2             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9                     2             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10                    2             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11                    2             False  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12                    2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13                    2             False  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                  NaN             False  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18                    2             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19                    2             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20                    2             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21                    2             False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22                    2             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23                    2             False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24                    2             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                  NaN             False  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26                    2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27                    2             False  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29                    2             False  63a9534728c57209b0f4aa0505u.png   \n",
       " 30                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31                    2             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32                    2             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33                    2             False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34                    2             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36                    2             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37                    2             False  603486248f5866739fffda8207u.png   \n",
       " 38                    2             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "    comp.compStage job.requireWorkYears job.requireEduLevel  \n",
       " 0             NaN                  NaN                 NaN  \n",
       " 1             已上市                  NaN                 NaN  \n",
       " 2             已上市                  NaN                 NaN  \n",
       " 3             已上市                  NaN                 NaN  \n",
       " 4              A轮                  NaN                 NaN  \n",
       " 5             NaN                  NaN                 NaN  \n",
       " 6          沪深A股上市                  NaN                 NaN  \n",
       " 7             NaN                  NaN                 NaN  \n",
       " 8          沪深A股上市                  NaN                 NaN  \n",
       " 9          沪深A股上市                  NaN                 NaN  \n",
       " 10            NaN                  NaN                 NaN  \n",
       " 11            NaN                  NaN                 NaN  \n",
       " 12         沪深A股上市                  NaN                 NaN  \n",
       " 13            NaN                  NaN                 NaN  \n",
       " 14            NaN                  NaN                 NaN  \n",
       " 15            NaN                  NaN                 NaN  \n",
       " 16            NaN                  NaN                 NaN  \n",
       " 17            NaN                  NaN                 NaN  \n",
       " 18             其他                  NaN                 NaN  \n",
       " 19             其他                  NaN                 NaN  \n",
       " 20             其他                  NaN                 NaN  \n",
       " 21         沪深A股上市                  NaN                 NaN  \n",
       " 22           港股上市                  NaN                 NaN  \n",
       " 23            NaN                  NaN                 NaN  \n",
       " 24            NaN                  NaN                 NaN  \n",
       " 25             D轮                  NaN                 NaN  \n",
       " 26            NaN                  NaN                 NaN  \n",
       " 27           港股上市                  NaN                 NaN  \n",
       " 28          科创板上市                  NaN                 NaN  \n",
       " 29            NaN                 经验不限                统招本科  \n",
       " 30            NaN                 经验不限                  大专  \n",
       " 31             B轮                 经验不限                  硕士  \n",
       " 32             B轮                 经验不限                统招本科  \n",
       " 33          融资未公开                 经验不限                  本科  \n",
       " 34          新三板上市                 一年以下                  本科  \n",
       " 35            NaN                 经验不限                  本科  \n",
       " 36            NaN                 经验不限                统招本科  \n",
       " 37          融资未公开                 一年以下               中专/中技  \n",
       " 38           战略投资                 经验不限                  本科  \n",
       " 39           港股上市                 经验不限                统招本科  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
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       " 9   {\"imId\":\"df21e7893077a58b576c9077e768cf3d\",\"im...   \n",
       " 10  {\"imId\":\"7eabd8b3042658d7ef38cb0ce6f46cd7\",\"im...   \n",
       " 11  {\"imId\":\"65866dcb30e2941a81aa296c287c375a\",\"im...   \n",
       " 12  {\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"im...   \n",
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       " \n",
       "                                              dataInfo  \\\n",
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       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                                [本科]  20220926154947   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  20230420135845   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  20230322141917   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  20230322132453   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  20230404115209   \n",
       " 5                                                [本科]  20230216154258   \n",
       " 6                                     [本科, IT类, 系统开发]  20221124220251   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  20221019094528   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  20220823114952   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  20220823114249   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  20220804104115   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  20211117162519   \n",
       " 12                                               [本科]  20220516121015   \n",
       " 13                                   [本科, 产品设计, 用户研究]  20220721161952   \n",
       " 14                                             [学历不限]  20190930094327   \n",
       " 15                                             [学历不限]  20190930094853   \n",
       " 16                                             [学历不限]  20190930095044   \n",
       " 17                                                 []  20230207174215   \n",
       " 18                                               [本科]  20230322150025   \n",
       " 19                                               [本科]  20230322143603   \n",
       " 20                                               [本科]  20230320120232   \n",
       " 21                                               [本科]  20221109120406   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  20230403163505   \n",
       " 23                                               [硕士]  20221012150029   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  20220705082900   \n",
       " 25                                                 []  20221021095151   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  20211018160421   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  20220905114545   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  20230320114041   \n",
       " 29                                  [to C, 电子商务, 消费品]  20230420115138   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  20230331105047   \n",
       " 31                                             [to B]  20221215110632   \n",
       " 32                                             [to B]  20230104143051   \n",
       " 33                                              [证券类]  20230410203802   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  20230421102728   \n",
       " 35                                                 []  20211116112740   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  20210415123107   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  20210224104701   \n",
       " 38                                                 []  20200915191945   \n",
       " 39                                             [金融产品]  20210527172606   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId                   job.title  \\\n",
       " 0        False           6  47544603          2022校招-营销中心-产品经理助理   \n",
       " 1        False           6  57974857    2023届提前批-产品经理 (MJ012344)   \n",
       " 2        False           6  57191493                  人力资源数据产品经理   \n",
       " 3        False           6  57061851                 互联网学习平台产品经理   \n",
       " 4        False           6  56924959                     光器件产品经理   \n",
       " 5        False           6  56180361                 【校招】信用卡产品经理   \n",
       " 6        False           6  52633137                     产品经理培训生   \n",
       " 7        False           6  52175421                    产品经理（校招）   \n",
       " 8        False           6  52085797  2023届-大数据平台产品经理 (MJ001161)   \n",
       " 9        False           6  52085369       2023届-产品经理 (MJ001163)   \n",
       " 10       False           6  51637219               产品经理（2023届校招）   \n",
       " 11       False           6  44935111                        产品经理   \n",
       " 12       False           6  43590821                产品经理(J11023)   \n",
       " 13       False           6  42835793                        产品经理   \n",
       " 14       False           6  23528191              广电运通-产品经理（应届生）   \n",
       " 15       False           6  23508203            基准医疗-助理产品经理（应届生）   \n",
       " 16       False           6  23479325              中科开创-产品经理(应届生）   \n",
       " 17       False           7    518911                      行业产品经理   \n",
       " 18       False           6  57195307                    直播运营（PM）   \n",
       " 19       False           6  57193375            直播运营（PM）(J10125)   \n",
       " 20       False           6  57104845             直播运营（PM） J10125   \n",
       " 21       False           6  52653127                        产品经理   \n",
       " 22       False           6  52547239              金融产品经理（番禺万博二路）   \n",
       " 23       False           6  51957245                 BIM产品经理【校招】   \n",
       " 24       False           6  50868041                        专案PM   \n",
       " 25       False           7    529051                    产品经理（管培）   \n",
       " 26       False           6  44041325                        产品经理   \n",
       " 27       False           6  52377455                   IT产品经理实习生   \n",
       " 28       False           6  57103675                     产品经理实习生   \n",
       " 29       False           2  57001973                    eWMS产品经理   \n",
       " 30       False           2  57448565         产品经理（高级产品经理&资深产品经理）   \n",
       " 31       False           2  55079225                    （储备）产品经理   \n",
       " 32       False           2  55322015          （储备）产品经理--20-22届本科   \n",
       " 33       False           2  57678719                      金融产品经理   \n",
       " 34       False           2  57723309              产品经理（凡科商城SaaS）   \n",
       " 35       False           2  40364923                       车产品经理   \n",
       " 36       False           2  38193153                   储备干部—产品经理   \n",
       " 37       False           2  36091987                    酒店签约产品经理   \n",
       " 38       False           2  31738901                        产品经理   \n",
       " 39       False           2  39588227                      金融产品经理   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  ...         recruiter.recruiterPhoto  \\\n",
       " 0                                   ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1                                   ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2                                   ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3                                   ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4                                   ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5                                   ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6                                   ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7                                   ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8                                   ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9                                   ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10                                  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11                                  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12                                  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13                                  ...  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17             NaN             NaN  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18                                  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19                                  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20                                  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21                                  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22                                  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23                                  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24                                  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25             NaN             NaN  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26                                  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27                                  ...  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29                                  ...  63a9534728c57209b0f4aa0505u.png   \n",
       " 30                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31                                  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32                                  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33                                  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34                                  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36                                  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37                                  ...  603486248f5866739fffda8207u.png   \n",
       " 38                                  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "    comp.compScale          comp.compName  comp.compIndustry comp.compId  \\\n",
       " 0      1000-2000人                 泰邦生物集团                 制药     9803471   \n",
       " 1      2000-5000人                    广联达                互联网      693385   \n",
       " 2     5000-10000人                   广发证券           基金/证券/期货     1421537   \n",
       " 3     5000-10000人                   广发证券           基金/证券/期货     1421537   \n",
       " 4          50-99人           高勘(广州)技术有限公司               通信设备    12753371   \n",
       " 5      1000-2000人                广州银行信用卡                 银行     8866590   \n",
       " 6      2000-5000人                   汤臣倍健           食品/饮料/酒水     8080810   \n",
       " 7      1000-2000人        联通(广东)产业互联网有限公司                互联网     9095103   \n",
       " 8        10000人以上               广电运通金融电子              计算机软件     8547388   \n",
       " 9        10000人以上               广电运通金融电子              计算机软件     8547388   \n",
       " 10       500-999人         广东南方数码科技股份有限公司              计算机软件     8967569   \n",
       " 11          1-49人         广州一九一九网络科技有限公司                互联网    12998701   \n",
       " 12     2000-5000人                   汤臣倍健           食品/饮料/酒水     8080810   \n",
       " 13         50-99人                   广金征信             专业技术服务    12447389   \n",
       " 14       100-499人          广州开发区人才交流服务中心               其他行业     8933926   \n",
       " 15       100-499人          广州开发区人才交流服务中心               其他行业     8933926   \n",
       " 16       100-499人          广州开发区人才交流服务中心               其他行业     8933926   \n",
       " 17     2000-5000人     中国联合网络通信有限公司广州市分公司               通信设备     9370318   \n",
       " 18       100-499人                   茉莉传媒                互联网     9608440   \n",
       " 19       100-499人                   茉莉传媒                互联网     9608440   \n",
       " 20       100-499人                   茉莉传媒                互联网     9608440   \n",
       " 21    5000-10000人                   润建股份               通信设备     7863327   \n",
       " 22     2000-5000人        广发证券股份有限公司广州分公司           基金/证券/期货     9874217   \n",
       " 23       100-499人                  城建设计院            建筑/工程设计     9961079   \n",
       " 24       500-999人           光宝科技(常州)有限公司        电子/半导体/集成电路     1147021   \n",
       " 25       100-499人                   尚航科技                互联网     8774355   \n",
       " 26          1-49人           广州数方网络科技有限公司               培训服务    12244247   \n",
       " 27     2000-5000人         友邦资讯科技(广州)有限公司              计算机软件     1640101   \n",
       " 28     1000-2000人                   中望软件              计算机软件     1070270   \n",
       " 29       10000人以上               广州宝洁有限公司                 日化      873330   \n",
       " 30     1000-2000人             广州奥昆食品有限公司           食品/饮料/酒水    13103111   \n",
       " 31       500-999人                   嘉为科技               IT服务     8635284   \n",
       " 32       500-999人                   嘉为科技               IT服务     8635284   \n",
       " 33          1-49人  广发证券股份有限公司广州环市东路证券营业部           基金/证券/期货    13501215   \n",
       " 34       500-999人                     凡科                互联网     8565691   \n",
       " 35     1000-2000人                   合创汽车               整车制造     9550328   \n",
       " 36         50-99人          嘉联支付有限公司广州分公司               科技金融    12691289   \n",
       " 37          1-49人           广州视界行旅行社有限公司              酒店/民宿    12569735   \n",
       " 38    5000-10000人           广州视臻信息科技有限公司              计算机软件     9838667   \n",
       " 39     2000-5000人        广发证券股份有限公司广州分公司           基金/证券/期货     9874217   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   5da02d450c1585184590d96f08u.png   https://www.liepin.com/company/9803471/   \n",
       " 1   5bfe954674719dc6ed7416af03a.png    https://www.liepin.com/company/693385/   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png   https://www.liepin.com/company/1421537/   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png   https://www.liepin.com/company/1421537/   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png  https://www.liepin.com/company/12753371/   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png   https://www.liepin.com/company/8866590/   \n",
       " 6   5ec39993f2540204574caa5008u.jpg   https://www.liepin.com/company/8080810/   \n",
       " 7   6030a6c1701c060c94ace27002u.png   https://www.liepin.com/company/9095103/   \n",
       " 8   6242b195ca47ff43908033f907u.png   https://www.liepin.com/company/8547388/   \n",
       " 9   6242b195ca47ff43908033f907u.png   https://www.liepin.com/company/8547388/   \n",
       " 10  5bfffaba74719da073f0e13e03u.png   https://www.liepin.com/company/8967569/   \n",
       " 11  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12998701/   \n",
       " 12  5ec39993f2540204574caa5008u.jpg   https://www.liepin.com/company/8080810/   \n",
       " 13  61c1924e642c8c0bf718876205u.png  https://www.liepin.com/company/12447389/   \n",
       " 14  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8933926/   \n",
       " 15  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8933926/   \n",
       " 16  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8933926/   \n",
       " 17  620dea10dd77d50cb82e806105u.png   https://www.liepin.com/company/9370318/   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg   https://www.liepin.com/company/9608440/   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg   https://www.liepin.com/company/9608440/   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg   https://www.liepin.com/company/9608440/   \n",
       " 21  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/   \n",
       " 22  60ab7b474005a2070875f99702u.png   https://www.liepin.com/company/9874217/   \n",
       " 23  5f5dcedbea60860b751dde8904u.png   https://www.liepin.com/company/9961079/   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png   https://www.liepin.com/company/1147021/   \n",
       " 25  5bfffb3674719da073f123fc03u.png   https://www.liepin.com/company/8774355/   \n",
       " 26  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12244247/   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg   https://www.liepin.com/company/1640101/   \n",
       " 28  608929f85e8a1c32e33be8c504u.png   https://www.liepin.com/company/1070270/   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png    https://www.liepin.com/company/873330/   \n",
       " 30  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13103111/   \n",
       " 31  63b4d9f0a0380858a9711da306u.png   https://www.liepin.com/company/8635284/   \n",
       " 32  63b4d9f0a0380858a9711da306u.png   https://www.liepin.com/company/8635284/   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg  https://www.liepin.com/company/13501215/   \n",
       " 34  5f0e8273639c8353866faf6d01u.png   https://www.liepin.com/company/8565691/   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg   https://www.liepin.com/company/9550328/   \n",
       " 36  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12691289/   \n",
       " 37  603470aab9834220c1e1405904u.jpg  https://www.liepin.com/company/12569735/   \n",
       " 38  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/9838667/   \n",
       " 39  60ab7b474005a2070875f99702u.png   https://www.liepin.com/company/9874217/   \n",
       " \n",
       "    comp.compStage job.requireWorkYears job.requireEduLevel  \n",
       " 0             NaN                  NaN                 NaN  \n",
       " 1             已上市                  NaN                 NaN  \n",
       " 2             已上市                  NaN                 NaN  \n",
       " 3             已上市                  NaN                 NaN  \n",
       " 4              A轮                  NaN                 NaN  \n",
       " 5             NaN                  NaN                 NaN  \n",
       " 6          沪深A股上市                  NaN                 NaN  \n",
       " 7             NaN                  NaN                 NaN  \n",
       " 8          沪深A股上市                  NaN                 NaN  \n",
       " 9          沪深A股上市                  NaN                 NaN  \n",
       " 10            NaN                  NaN                 NaN  \n",
       " 11            NaN                  NaN                 NaN  \n",
       " 12         沪深A股上市                  NaN                 NaN  \n",
       " 13            NaN                  NaN                 NaN  \n",
       " 14            NaN                  NaN                 NaN  \n",
       " 15            NaN                  NaN                 NaN  \n",
       " 16            NaN                  NaN                 NaN  \n",
       " 17            NaN                  NaN                 NaN  \n",
       " 18             其他                  NaN                 NaN  \n",
       " 19             其他                  NaN                 NaN  \n",
       " 20             其他                  NaN                 NaN  \n",
       " 21         沪深A股上市                  NaN                 NaN  \n",
       " 22           港股上市                  NaN                 NaN  \n",
       " 23            NaN                  NaN                 NaN  \n",
       " 24            NaN                  NaN                 NaN  \n",
       " 25             D轮                  NaN                 NaN  \n",
       " 26            NaN                  NaN                 NaN  \n",
       " 27           港股上市                  NaN                 NaN  \n",
       " 28          科创板上市                  NaN                 NaN  \n",
       " 29            NaN                 经验不限                统招本科  \n",
       " 30            NaN                 经验不限                  大专  \n",
       " 31             B轮                 经验不限                  硕士  \n",
       " 32             B轮                 经验不限                统招本科  \n",
       " 33          融资未公开                 经验不限                  本科  \n",
       " 34          新三板上市                 一年以下                  本科  \n",
       " 35            NaN                 经验不限                  本科  \n",
       " 36            NaN                 经验不限                统招本科  \n",
       " 37          融资未公开                 一年以下               中专/中技  \n",
       " 38           战略投资                 经验不限                  本科  \n",
       " 39           港股上市                 经验不限                统招本科  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2256180361%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2252633137%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2252175421%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2252085797%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2252085369%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2251637219%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2244935111%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2243590821%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2242835793%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2223528191%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2223508203%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2223479325%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%22518911%22%2C%22ckId%22%3A%...   \n",
       " 18  %7B%22jobId%22%3A%2257195307%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2257193375%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2257104845%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2252653127%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2252547239%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2251957245%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2250868041%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%22529051%22%2C%22ckId%22%3A%...   \n",
       " 26  %7B%22jobId%22%3A%2244041325%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2252377455%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257103675%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2257001973%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2257448565%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2255079225%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2255322015%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2257678719%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2257723309%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2240364923%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2238193153%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2236091987%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2231738901%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2239588227%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"job...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"job...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"job...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0                                                [本科]  47544603       8-10k   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  57974857  15-25k·15薪   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  57191493  19-20k·18薪   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  57061851      19-25k   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  56924959  15-20k·14薪   \n",
       " 5                                                [本科]  56180361  10-13k·14薪   \n",
       " 6                                     [本科, IT类, 系统开发]  52633137       7-11k   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  52175421   9-18k·18薪   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  52085797      10-23k   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  52085369      10-20k   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  51637219       7-13k   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  44935111      20-30k   \n",
       " 12                                               [本科]  43590821       7-10k   \n",
       " 13                                   [本科, 产品设计, 用户研究]  42835793      12-25k   \n",
       " 14                                             [学历不限]  23528191       6-15k   \n",
       " 15                                             [学历不限]  23508203       7-11k   \n",
       " 16                                             [学历不限]  23479325       5-15k   \n",
       " 17                                                 []    518911          面议   \n",
       " 18                                               [本科]  57195307        6-8k   \n",
       " 19                                               [本科]  57193375        6-8k   \n",
       " 20                                               [本科]  57104845        5-8k   \n",
       " 21                                               [本科]  52653127        4-5k   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  52547239        4-8k   \n",
       " 23                                               [硕士]  51957245       9-12k   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  50868041    6-8k·13薪   \n",
       " 25                                                 []    529051      10-17k   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  44041325      300元/天   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  52377455  150-200元/天   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  57103675  150-250元/天   \n",
       " 29                                  [to C, 电子商务, 消费品]  57001973  20-40k·14薪   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  57448565       9-20k   \n",
       " 31                                             [to B]  55079225      13-16k   \n",
       " 32                                             [to B]  55322015      10-14k   \n",
       " 33                                              [证券类]  57678719       5-10k   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  57723309       8-11k   \n",
       " 35                                                 []  40364923      15-30k   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  38193153        2-3k   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  36091987       6-11k   \n",
       " 38                                                 []  31738901      15-30k   \n",
       " 39                                             [金融产品]  39588227       5-10k   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                   job.title  \\\n",
       " 0   广州-番禺区           6       False          2022校招-营销中心-产品经理助理   \n",
       " 1   广州-越秀区           6       False    2023届提前批-产品经理 (MJ012344)   \n",
       " 2   广州-天河区           6       False                  人力资源数据产品经理   \n",
       " 3       广州           6       False                 互联网学习平台产品经理   \n",
       " 4   广州-黄埔区           6       False                     光器件产品经理   \n",
       " 5   广州-天河区           6       False                 【校招】信用卡产品经理   \n",
       " 6   广州-黄埔区           6       False                     产品经理培训生   \n",
       " 7       广州           6       False                    产品经理（校招）   \n",
       " 8   广州-黄埔区           6       False  2023届-大数据平台产品经理 (MJ001161)   \n",
       " 9   广州-黄埔区           6       False       2023届-产品经理 (MJ001163)   \n",
       " 10  广州-天河区           6       False               产品经理（2023届校招）   \n",
       " 11      广州           6       False                        产品经理   \n",
       " 12  广州-黄埔区           6       False                产品经理(J11023)   \n",
       " 13      广州           6       False                        产品经理   \n",
       " 14      广州           6       False              广电运通-产品经理（应届生）   \n",
       " 15      广州           6       False            基准医疗-助理产品经理（应届生）   \n",
       " 16      广州           6       False              中科开创-产品经理(应届生）   \n",
       " 17      广州           7       False                      行业产品经理   \n",
       " 18  广州-越秀区           6       False                    直播运营（PM）   \n",
       " 19      广州           6       False            直播运营（PM）(J10125)   \n",
       " 20      广州           6       False             直播运营（PM） J10125   \n",
       " 21  广州-海珠区           6       False                        产品经理   \n",
       " 22  广州-番禺区           6       False              金融产品经理（番禺万博二路）   \n",
       " 23  广州-天河区           6       False                 BIM产品经理【校招】   \n",
       " 24  广州-黄埔区           6       False                        专案PM   \n",
       " 25  广州-黄埔区           7       False                    产品经理（管培）   \n",
       " 26  广州-黄埔区           6       False                        产品经理   \n",
       " 27  广州-越秀区           6       False                   IT产品经理实习生   \n",
       " 28  广州-天河区           6       False                     产品经理实习生   \n",
       " 29  广州-天河区           2       False                    eWMS产品经理   \n",
       " 30  广州-南沙区           2       False         产品经理（高级产品经理&资深产品经理）   \n",
       " 31  广州-天河区           2       False                    （储备）产品经理   \n",
       " 32  广州-天河区           2       False          （储备）产品经理--20-22届本科   \n",
       " 33  广州-越秀区           2       False                      金融产品经理   \n",
       " 34  广州-海珠区           2       False              产品经理（凡科商城SaaS）   \n",
       " 35  广州-南沙区           2       False                       车产品经理   \n",
       " 36  广州-天河区           2       False                   储备干部—产品经理   \n",
       " 37      广州           2       False                    酒店签约产品经理   \n",
       " 38  广州-黄埔区           2       False                        产品经理   \n",
       " 39      广州           2       False                      金融产品经理   \n",
       " \n",
       "    job.refreshTime  ...         recruiter.recruiterPhoto  \\\n",
       " 0   20220926154947  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   20230420135845  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   20230322141917  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   20230322132453  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   20230404115209  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   20230216154258  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   20221124220251  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   20221019094528  ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   20220823114952  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   20220823114249  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  20220804104115  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  20211117162519  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  20220516121015  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  20220721161952  ...  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14  20190930094327  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  20190930094853  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  20190930095044  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17  20230207174215  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18  20230322150025  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  20230322143603  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  20230320120232  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  20221109120406  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  20230403163505  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  20221012150029  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24  20220705082900  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  20221021095151  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26  20211018160421  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  20220905114545  ...  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28  20230320114041  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  20230420115138  ...  63a9534728c57209b0f4aa0505u.png   \n",
       " 30  20230331105047  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  20221215110632  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  20230104143051  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  20230410203802  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  20230421102728  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  20211116112740  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  20210415123107  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  20210224104701  ...  603486248f5866739fffda8207u.png   \n",
       " 38  20200915191945  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  20210527172606  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                                    comp.link  comp.compScale  \\\n",
       " 0    https://www.liepin.com/company/9803471/      1000-2000人   \n",
       " 1     https://www.liepin.com/company/693385/      2000-5000人   \n",
       " 2    https://www.liepin.com/company/1421537/     5000-10000人   \n",
       " 3    https://www.liepin.com/company/1421537/     5000-10000人   \n",
       " 4   https://www.liepin.com/company/12753371/          50-99人   \n",
       " 5    https://www.liepin.com/company/8866590/      1000-2000人   \n",
       " 6    https://www.liepin.com/company/8080810/      2000-5000人   \n",
       " 7    https://www.liepin.com/company/9095103/      1000-2000人   \n",
       " 8    https://www.liepin.com/company/8547388/        10000人以上   \n",
       " 9    https://www.liepin.com/company/8547388/        10000人以上   \n",
       " 10   https://www.liepin.com/company/8967569/        500-999人   \n",
       " 11  https://www.liepin.com/company/12998701/           1-49人   \n",
       " 12   https://www.liepin.com/company/8080810/      2000-5000人   \n",
       " 13  https://www.liepin.com/company/12447389/          50-99人   \n",
       " 14   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 15   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 16   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 17   https://www.liepin.com/company/9370318/      2000-5000人   \n",
       " 18   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 19   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 20   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 21   https://www.liepin.com/company/7863327/     5000-10000人   \n",
       " 22   https://www.liepin.com/company/9874217/      2000-5000人   \n",
       " 23   https://www.liepin.com/company/9961079/        100-499人   \n",
       " 24   https://www.liepin.com/company/1147021/        500-999人   \n",
       " 25   https://www.liepin.com/company/8774355/        100-499人   \n",
       " 26  https://www.liepin.com/company/12244247/           1-49人   \n",
       " 27   https://www.liepin.com/company/1640101/      2000-5000人   \n",
       " 28   https://www.liepin.com/company/1070270/      1000-2000人   \n",
       " 29    https://www.liepin.com/company/873330/        10000人以上   \n",
       " 30  https://www.liepin.com/company/13103111/      1000-2000人   \n",
       " 31   https://www.liepin.com/company/8635284/        500-999人   \n",
       " 32   https://www.liepin.com/company/8635284/        500-999人   \n",
       " 33  https://www.liepin.com/company/13501215/           1-49人   \n",
       " 34   https://www.liepin.com/company/8565691/        500-999人   \n",
       " 35   https://www.liepin.com/company/9550328/      1000-2000人   \n",
       " 36  https://www.liepin.com/company/12691289/          50-99人   \n",
       " 37  https://www.liepin.com/company/12569735/           1-49人   \n",
       " 38   https://www.liepin.com/company/9838667/     5000-10000人   \n",
       " 39   https://www.liepin.com/company/9874217/      2000-5000人   \n",
       " \n",
       "    comp.compIndustry comp.compStage job.requireEduLevel  job.requireWorkYears  \n",
       " 0                 制药            NaN                 NaN                   NaN  \n",
       " 1                互联网            已上市                 NaN                   NaN  \n",
       " 2           基金/证券/期货            已上市                 NaN                   NaN  \n",
       " 3           基金/证券/期货            已上市                 NaN                   NaN  \n",
       " 4               通信设备             A轮                 NaN                   NaN  \n",
       " 5                 银行            NaN                 NaN                   NaN  \n",
       " 6           食品/饮料/酒水         沪深A股上市                 NaN                   NaN  \n",
       " 7                互联网            NaN                 NaN                   NaN  \n",
       " 8              计算机软件         沪深A股上市                 NaN                   NaN  \n",
       " 9              计算机软件         沪深A股上市                 NaN                   NaN  \n",
       " 10             计算机软件            NaN                 NaN                   NaN  \n",
       " 11               互联网            NaN                 NaN                   NaN  \n",
       " 12          食品/饮料/酒水         沪深A股上市                 NaN                   NaN  \n",
       " 13            专业技术服务            NaN                 NaN                   NaN  \n",
       " 14              其他行业            NaN                 NaN                   NaN  \n",
       " 15              其他行业            NaN                 NaN                   NaN  \n",
       " 16              其他行业            NaN                 NaN                   NaN  \n",
       " 17              通信设备            NaN                 NaN                   NaN  \n",
       " 18               互联网             其他                 NaN                   NaN  \n",
       " 19               互联网             其他                 NaN                   NaN  \n",
       " 20               互联网             其他                 NaN                   NaN  \n",
       " 21              通信设备         沪深A股上市                 NaN                   NaN  \n",
       " 22          基金/证券/期货           港股上市                 NaN                   NaN  \n",
       " 23           建筑/工程设计            NaN                 NaN                   NaN  \n",
       " 24       电子/半导体/集成电路            NaN                 NaN                   NaN  \n",
       " 25               互联网             D轮                 NaN                   NaN  \n",
       " 26              培训服务            NaN                 NaN                   NaN  \n",
       " 27             计算机软件           港股上市                 NaN                   NaN  \n",
       " 28             计算机软件          科创板上市                 NaN                   NaN  \n",
       " 29                日化            NaN                统招本科                  经验不限  \n",
       " 30          食品/饮料/酒水            NaN                  大专                  经验不限  \n",
       " 31              IT服务             B轮                  硕士                  经验不限  \n",
       " 32              IT服务             B轮                统招本科                  经验不限  \n",
       " 33          基金/证券/期货          融资未公开                  本科                  经验不限  \n",
       " 34               互联网          新三板上市                  本科                  一年以下  \n",
       " 35              整车制造            NaN                  本科                  经验不限  \n",
       " 36              科技金融            NaN                统招本科                  经验不限  \n",
       " 37             酒店/民宿          融资未公开               中专/中技                  一年以下  \n",
       " 38             计算机软件           战略投资                  本科                  经验不限  \n",
       " 39          基金/证券/期货           港股上市                统招本科                  经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2256180361%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2252633137%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2252175421%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2252085797%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2252085369%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2251637219%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2244935111%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2243590821%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2242835793%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2223528191%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2223508203%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2223479325%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%22518911%22%2C%22ckId%22%3A%...   \n",
       " 18  %7B%22jobId%22%3A%2257195307%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2257193375%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2257104845%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2252653127%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2252547239%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2251957245%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2250868041%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%22529051%22%2C%22ckId%22%3A%...   \n",
       " 26  %7B%22jobId%22%3A%2244041325%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2252377455%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257103675%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2257001973%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2257448565%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2255079225%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2255322015%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2257678719%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2257723309%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2240364923%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2238193153%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2236091987%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2231738901%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2239588227%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"job...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"job...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"job...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0                                                [本科]  47544603       8-10k   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  57974857  15-25k·15薪   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  57191493  19-20k·18薪   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  57061851      19-25k   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  56924959  15-20k·14薪   \n",
       " 5                                                [本科]  56180361  10-13k·14薪   \n",
       " 6                                     [本科, IT类, 系统开发]  52633137       7-11k   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  52175421   9-18k·18薪   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  52085797      10-23k   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  52085369      10-20k   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  51637219       7-13k   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  44935111      20-30k   \n",
       " 12                                               [本科]  43590821       7-10k   \n",
       " 13                                   [本科, 产品设计, 用户研究]  42835793      12-25k   \n",
       " 14                                             [学历不限]  23528191       6-15k   \n",
       " 15                                             [学历不限]  23508203       7-11k   \n",
       " 16                                             [学历不限]  23479325       5-15k   \n",
       " 17                                                 []    518911          面议   \n",
       " 18                                               [本科]  57195307        6-8k   \n",
       " 19                                               [本科]  57193375        6-8k   \n",
       " 20                                               [本科]  57104845        5-8k   \n",
       " 21                                               [本科]  52653127        4-5k   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  52547239        4-8k   \n",
       " 23                                               [硕士]  51957245       9-12k   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  50868041    6-8k·13薪   \n",
       " 25                                                 []    529051      10-17k   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  44041325      300元/天   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  52377455  150-200元/天   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  57103675  150-250元/天   \n",
       " 29                                  [to C, 电子商务, 消费品]  57001973  20-40k·14薪   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  57448565       9-20k   \n",
       " 31                                             [to B]  55079225      13-16k   \n",
       " 32                                             [to B]  55322015      10-14k   \n",
       " 33                                              [证券类]  57678719       5-10k   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  57723309       8-11k   \n",
       " 35                                                 []  40364923      15-30k   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  38193153        2-3k   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  36091987       6-11k   \n",
       " 38                                                 []  31738901      15-30k   \n",
       " 39                                             [金融产品]  39588227       5-10k   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                   job.title  \\\n",
       " 0   广州-番禺区           6       False          2022校招-营销中心-产品经理助理   \n",
       " 1   广州-越秀区           6       False    2023届提前批-产品经理 (MJ012344)   \n",
       " 2   广州-天河区           6       False                  人力资源数据产品经理   \n",
       " 3       广州           6       False                 互联网学习平台产品经理   \n",
       " 4   广州-黄埔区           6       False                     光器件产品经理   \n",
       " 5   广州-天河区           6       False                 【校招】信用卡产品经理   \n",
       " 6   广州-黄埔区           6       False                     产品经理培训生   \n",
       " 7       广州           6       False                    产品经理（校招）   \n",
       " 8   广州-黄埔区           6       False  2023届-大数据平台产品经理 (MJ001161)   \n",
       " 9   广州-黄埔区           6       False       2023届-产品经理 (MJ001163)   \n",
       " 10  广州-天河区           6       False               产品经理（2023届校招）   \n",
       " 11      广州           6       False                        产品经理   \n",
       " 12  广州-黄埔区           6       False                产品经理(J11023)   \n",
       " 13      广州           6       False                        产品经理   \n",
       " 14      广州           6       False              广电运通-产品经理（应届生）   \n",
       " 15      广州           6       False            基准医疗-助理产品经理（应届生）   \n",
       " 16      广州           6       False              中科开创-产品经理(应届生）   \n",
       " 17      广州           7       False                      行业产品经理   \n",
       " 18  广州-越秀区           6       False                    直播运营（PM）   \n",
       " 19      广州           6       False            直播运营（PM）(J10125)   \n",
       " 20      广州           6       False             直播运营（PM） J10125   \n",
       " 21  广州-海珠区           6       False                        产品经理   \n",
       " 22  广州-番禺区           6       False              金融产品经理（番禺万博二路）   \n",
       " 23  广州-天河区           6       False                 BIM产品经理【校招】   \n",
       " 24  广州-黄埔区           6       False                        专案PM   \n",
       " 25  广州-黄埔区           7       False                    产品经理（管培）   \n",
       " 26  广州-黄埔区           6       False                        产品经理   \n",
       " 27  广州-越秀区           6       False                   IT产品经理实习生   \n",
       " 28  广州-天河区           6       False                     产品经理实习生   \n",
       " 29  广州-天河区           2       False                    eWMS产品经理   \n",
       " 30  广州-南沙区           2       False         产品经理（高级产品经理&资深产品经理）   \n",
       " 31  广州-天河区           2       False                    （储备）产品经理   \n",
       " 32  广州-天河区           2       False          （储备）产品经理--20-22届本科   \n",
       " 33  广州-越秀区           2       False                      金融产品经理   \n",
       " 34  广州-海珠区           2       False              产品经理（凡科商城SaaS）   \n",
       " 35  广州-南沙区           2       False                       车产品经理   \n",
       " 36  广州-天河区           2       False                   储备干部—产品经理   \n",
       " 37      广州           2       False                    酒店签约产品经理   \n",
       " 38  广州-黄埔区           2       False                        产品经理   \n",
       " 39      广州           2       False                      金融产品经理   \n",
       " \n",
       "    job.refreshTime  ...         recruiter.recruiterPhoto  \\\n",
       " 0   20220926154947  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   20230420135845  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   20230322141917  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   20230322132453  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   20230404115209  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   20230216154258  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   20221124220251  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   20221019094528  ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   20220823114952  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   20220823114249  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  20220804104115  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  20211117162519  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  20220516121015  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  20220721161952  ...  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14  20190930094327  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  20190930094853  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  20190930095044  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17  20230207174215  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18  20230322150025  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  20230322143603  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  20230320120232  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  20221109120406  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  20230403163505  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  20221012150029  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24  20220705082900  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  20221021095151  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26  20211018160421  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  20220905114545  ...  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28  20230320114041  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  20230420115138  ...  63a9534728c57209b0f4aa0505u.png   \n",
       " 30  20230331105047  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  20221215110632  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  20230104143051  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  20230410203802  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  20230421102728  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  20211116112740  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  20210415123107  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  20210224104701  ...  603486248f5866739fffda8207u.png   \n",
       " 38  20200915191945  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  20210527172606  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                                    comp.link  comp.compScale  \\\n",
       " 0    https://www.liepin.com/company/9803471/      1000-2000人   \n",
       " 1     https://www.liepin.com/company/693385/      2000-5000人   \n",
       " 2    https://www.liepin.com/company/1421537/     5000-10000人   \n",
       " 3    https://www.liepin.com/company/1421537/     5000-10000人   \n",
       " 4   https://www.liepin.com/company/12753371/          50-99人   \n",
       " 5    https://www.liepin.com/company/8866590/      1000-2000人   \n",
       " 6    https://www.liepin.com/company/8080810/      2000-5000人   \n",
       " 7    https://www.liepin.com/company/9095103/      1000-2000人   \n",
       " 8    https://www.liepin.com/company/8547388/        10000人以上   \n",
       " 9    https://www.liepin.com/company/8547388/        10000人以上   \n",
       " 10   https://www.liepin.com/company/8967569/        500-999人   \n",
       " 11  https://www.liepin.com/company/12998701/           1-49人   \n",
       " 12   https://www.liepin.com/company/8080810/      2000-5000人   \n",
       " 13  https://www.liepin.com/company/12447389/          50-99人   \n",
       " 14   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 15   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 16   https://www.liepin.com/company/8933926/        100-499人   \n",
       " 17   https://www.liepin.com/company/9370318/      2000-5000人   \n",
       " 18   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 19   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 20   https://www.liepin.com/company/9608440/        100-499人   \n",
       " 21   https://www.liepin.com/company/7863327/     5000-10000人   \n",
       " 22   https://www.liepin.com/company/9874217/      2000-5000人   \n",
       " 23   https://www.liepin.com/company/9961079/        100-499人   \n",
       " 24   https://www.liepin.com/company/1147021/        500-999人   \n",
       " 25   https://www.liepin.com/company/8774355/        100-499人   \n",
       " 26  https://www.liepin.com/company/12244247/           1-49人   \n",
       " 27   https://www.liepin.com/company/1640101/      2000-5000人   \n",
       " 28   https://www.liepin.com/company/1070270/      1000-2000人   \n",
       " 29    https://www.liepin.com/company/873330/        10000人以上   \n",
       " 30  https://www.liepin.com/company/13103111/      1000-2000人   \n",
       " 31   https://www.liepin.com/company/8635284/        500-999人   \n",
       " 32   https://www.liepin.com/company/8635284/        500-999人   \n",
       " 33  https://www.liepin.com/company/13501215/           1-49人   \n",
       " 34   https://www.liepin.com/company/8565691/        500-999人   \n",
       " 35   https://www.liepin.com/company/9550328/      1000-2000人   \n",
       " 36  https://www.liepin.com/company/12691289/          50-99人   \n",
       " 37  https://www.liepin.com/company/12569735/           1-49人   \n",
       " 38   https://www.liepin.com/company/9838667/     5000-10000人   \n",
       " 39   https://www.liepin.com/company/9874217/      2000-5000人   \n",
       " \n",
       "    comp.compIndustry comp.compStage job.requireEduLevel  job.requireWorkYears  \n",
       " 0                 制药            NaN                 NaN                   NaN  \n",
       " 1                互联网            已上市                 NaN                   NaN  \n",
       " 2           基金/证券/期货            已上市                 NaN                   NaN  \n",
       " 3           基金/证券/期货            已上市                 NaN                   NaN  \n",
       " 4               通信设备             A轮                 NaN                   NaN  \n",
       " 5                 银行            NaN                 NaN                   NaN  \n",
       " 6           食品/饮料/酒水         沪深A股上市                 NaN                   NaN  \n",
       " 7                互联网            NaN                 NaN                   NaN  \n",
       " 8              计算机软件         沪深A股上市                 NaN                   NaN  \n",
       " 9              计算机软件         沪深A股上市                 NaN                   NaN  \n",
       " 10             计算机软件            NaN                 NaN                   NaN  \n",
       " 11               互联网            NaN                 NaN                   NaN  \n",
       " 12          食品/饮料/酒水         沪深A股上市                 NaN                   NaN  \n",
       " 13            专业技术服务            NaN                 NaN                   NaN  \n",
       " 14              其他行业            NaN                 NaN                   NaN  \n",
       " 15              其他行业            NaN                 NaN                   NaN  \n",
       " 16              其他行业            NaN                 NaN                   NaN  \n",
       " 17              通信设备            NaN                 NaN                   NaN  \n",
       " 18               互联网             其他                 NaN                   NaN  \n",
       " 19               互联网             其他                 NaN                   NaN  \n",
       " 20               互联网             其他                 NaN                   NaN  \n",
       " 21              通信设备         沪深A股上市                 NaN                   NaN  \n",
       " 22          基金/证券/期货           港股上市                 NaN                   NaN  \n",
       " 23           建筑/工程设计            NaN                 NaN                   NaN  \n",
       " 24       电子/半导体/集成电路            NaN                 NaN                   NaN  \n",
       " 25               互联网             D轮                 NaN                   NaN  \n",
       " 26              培训服务            NaN                 NaN                   NaN  \n",
       " 27             计算机软件           港股上市                 NaN                   NaN  \n",
       " 28             计算机软件          科创板上市                 NaN                   NaN  \n",
       " 29                日化            NaN                统招本科                  经验不限  \n",
       " 30          食品/饮料/酒水            NaN                  大专                  经验不限  \n",
       " 31              IT服务             B轮                  硕士                  经验不限  \n",
       " 32              IT服务             B轮                统招本科                  经验不限  \n",
       " 33          基金/证券/期货          融资未公开                  本科                  经验不限  \n",
       " 34               互联网          新三板上市                  本科                  一年以下  \n",
       " 35              整车制造            NaN                  本科                  经验不限  \n",
       " 36              科技金融            NaN                统招本科                  经验不限  \n",
       " 37             酒店/民宿          融资未公开               中专/中技                  一年以下  \n",
       " 38             计算机软件           战略投资                  本科                  经验不限  \n",
       " 39          基金/证券/期货           港股上市                统招本科                  经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
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       " 2   {\"userId\":\"c8b040414c97595a274a08c89b7442b4\",\"...   \n",
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       " 5   {\"userId\":\"d437e0ff406adb8abbe36e15a73a3fdb\",\"...   \n",
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       " 15  {\"userId\":\"42c777d33249035ee908c636be4572e2\",\"...   \n",
       " 16  {\"userId\":\"42c777d33249035ee908c636be4572e2\",\"...   \n",
       " 17  {\"userId\":\"\",\"recruiterName\":\"校园招聘\",\"jobKind\":...   \n",
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       " 39  {\"userId\":\"7ca01ec408ef1d30ae8e48b4e676e58b\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.salary  \\\n",
       " 0                                                [本科]           6       8-10k   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]           6  15-25k·15薪   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]           6  19-20k·18薪   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]           6      19-25k   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]           6  15-20k·14薪   \n",
       " 5                                                [本科]           6  10-13k·14薪   \n",
       " 6                                     [本科, IT类, 系统开发]           6       7-11k   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...           6   9-18k·18薪   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]           6      10-23k   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]           6      10-20k   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]           6       7-13k   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]           6      20-30k   \n",
       " 12                                               [本科]           6       7-10k   \n",
       " 13                                   [本科, 产品设计, 用户研究]           6      12-25k   \n",
       " 14                                             [学历不限]           6       6-15k   \n",
       " 15                                             [学历不限]           6       7-11k   \n",
       " 16                                             [学历不限]           6       5-15k   \n",
       " 17                                                 []           7          面议   \n",
       " 18                                               [本科]           6        6-8k   \n",
       " 19                                               [本科]           6        6-8k   \n",
       " 20                                               [本科]           6        5-8k   \n",
       " 21                                               [本科]           6        4-5k   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...           6        4-8k   \n",
       " 23                                               [硕士]           6       9-12k   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]           6    6-8k·13薪   \n",
       " 25                                                 []           7      10-17k   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]           6      300元/天   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]           6  150-200元/天   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]           6  150-250元/天   \n",
       " 29                                  [to C, 电子商务, 消费品]           2  20-40k·14薪   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...           2       9-20k   \n",
       " 31                                             [to B]           2      13-16k   \n",
       " 32                                             [to B]           2      10-14k   \n",
       " 33                                              [证券类]           2       5-10k   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...           2       8-11k   \n",
       " 35                                                 []           2      15-30k   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]           2        2-3k   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]           2       6-11k   \n",
       " 38                                                 []           2      15-30k   \n",
       " 39                                             [金融产品]           2       5-10k   \n",
       " \n",
       "     job.dq                   job.title job.refreshTime job.jobId  \\\n",
       " 0   广州-番禺区          2022校招-营销中心-产品经理助理  20220926154947  47544603   \n",
       " 1   广州-越秀区    2023届提前批-产品经理 (MJ012344)  20230420135845  57974857   \n",
       " 2   广州-天河区                  人力资源数据产品经理  20230322141917  57191493   \n",
       " 3       广州                 互联网学习平台产品经理  20230322132453  57061851   \n",
       " 4   广州-黄埔区                     光器件产品经理  20230404115209  56924959   \n",
       " 5   广州-天河区                 【校招】信用卡产品经理  20230216154258  56180361   \n",
       " 6   广州-黄埔区                     产品经理培训生  20221124220251  52633137   \n",
       " 7       广州                    产品经理（校招）  20221019094528  52175421   \n",
       " 8   广州-黄埔区  2023届-大数据平台产品经理 (MJ001161)  20220823114952  52085797   \n",
       " 9   广州-黄埔区       2023届-产品经理 (MJ001163)  20220823114249  52085369   \n",
       " 10  广州-天河区               产品经理（2023届校招）  20220804104115  51637219   \n",
       " 11      广州                        产品经理  20211117162519  44935111   \n",
       " 12  广州-黄埔区                产品经理(J11023)  20220516121015  43590821   \n",
       " 13      广州                        产品经理  20220721161952  42835793   \n",
       " 14      广州              广电运通-产品经理（应届生）  20190930094327  23528191   \n",
       " 15      广州            基准医疗-助理产品经理（应届生）  20190930094853  23508203   \n",
       " 16      广州              中科开创-产品经理(应届生）  20190930095044  23479325   \n",
       " 17      广州                      行业产品经理  20230207174215    518911   \n",
       " 18  广州-越秀区                    直播运营（PM）  20230322150025  57195307   \n",
       " 19      广州            直播运营（PM）(J10125)  20230322143603  57193375   \n",
       " 20      广州             直播运营（PM） J10125  20230320120232  57104845   \n",
       " 21  广州-海珠区                        产品经理  20221109120406  52653127   \n",
       " 22  广州-番禺区              金融产品经理（番禺万博二路）  20230403163505  52547239   \n",
       " 23  广州-天河区                 BIM产品经理【校招】  20221012150029  51957245   \n",
       " 24  广州-黄埔区                        专案PM  20220705082900  50868041   \n",
       " 25  广州-黄埔区                    产品经理（管培）  20221021095151    529051   \n",
       " 26  广州-黄埔区                        产品经理  20211018160421  44041325   \n",
       " 27  广州-越秀区                   IT产品经理实习生  20220905114545  52377455   \n",
       " 28  广州-天河区                     产品经理实习生  20230320114041  57103675   \n",
       " 29  广州-天河区                    eWMS产品经理  20230420115138  57001973   \n",
       " 30  广州-南沙区         产品经理（高级产品经理&资深产品经理）  20230331105047  57448565   \n",
       " 31  广州-天河区                    （储备）产品经理  20221215110632  55079225   \n",
       " 32  广州-天河区          （储备）产品经理--20-22届本科  20230104143051  55322015   \n",
       " 33  广州-越秀区                      金融产品经理  20230410203802  57678719   \n",
       " 34  广州-海珠区              产品经理（凡科商城SaaS）  20230421102728  57723309   \n",
       " 35  广州-南沙区                       车产品经理  20211116112740  40364923   \n",
       " 36  广州-天河区                   储备干部—产品经理  20210415123107  38193153   \n",
       " 37      广州                    酒店签约产品经理  20210224104701  36091987   \n",
       " 38  广州-黄埔区                        产品经理  20200915191945  31738901   \n",
       " 39      广州                      金融产品经理  20210527172606  39588227   \n",
       " \n",
       "     job.advViewFlag  ...         recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0             False  ...  5f8f986c79c7cc70efbf36c808u.jpg     1000-2000人   \n",
       " 1             False  ...  5f8f9868f6d1ab58476f24a008u.jpg     2000-5000人   \n",
       " 2             False  ...  5f8f986c79c7cc70efbf36c808u.jpg    5000-10000人   \n",
       " 3             False  ...  5f8f986c79c7cc70efbf36c808u.jpg    5000-10000人   \n",
       " 4             False  ...  5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 5             False  ...  5f8f98648dbe6273dcf8515508u.jpg     1000-2000人   \n",
       " 6             False  ...  5f8f986c79c7cc70efbf36c808u.jpg     2000-5000人   \n",
       " 7             False  ...  5f8f986aea60860b75384fab08u.jpg     1000-2000人   \n",
       " 8             False  ...  5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 9             False  ...  5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 10            False  ...  5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 11            False  ...  5f8f98698dbe6273dcf8516008u.jpg          1-49人   \n",
       " 12            False  ...  5f8f986c79c7cc70efbf36c808u.jpg     2000-5000人   \n",
       " 13            False  ...  60ddc4dbdc1dd861d761c42805u.png         50-99人   \n",
       " 14            False  ...  5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 15            False  ...  5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 16            False  ...  5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 17            False  ...  5ca48f59509919fa0ea17f1f07u.png     2000-5000人   \n",
       " 18            False  ...  5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 19            False  ...  5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 20            False  ...  5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 21            False  ...  5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 22            False  ...  5f8f986bdfb13a7dee342f2108u.jpg     2000-5000人   \n",
       " 23            False  ...  5f8f9868f6d1ab58476f24a008u.jpg       100-499人   \n",
       " 24            False  ...  5f8f98648dbe6273dcf8515508u.jpg       500-999人   \n",
       " 25            False  ...  5ca48f59509919fa0ea17f1f07u.png       100-499人   \n",
       " 26            False  ...  5f8f986c79c7cc70efbf36c808u.jpg          1-49人   \n",
       " 27            False  ...  61d6ce21b10cc11ae96008f502u.png     2000-5000人   \n",
       " 28            False  ...  5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 29            False  ...  63a9534728c57209b0f4aa0505u.png       10000人以上   \n",
       " 30            False  ...  5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 31            False  ...  5f8f986bdfb13a7dee342f2108u.jpg       500-999人   \n",
       " 32            False  ...  5f8f986bdfb13a7dee342f2108u.jpg       500-999人   \n",
       " 33            False  ...  5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " 34            False  ...  5f8f98648dbe6273dcf8515508u.jpg       500-999人   \n",
       " 35            False  ...  5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 36            False  ...  5f8f986779c7cc70efbf36c008u.jpg         50-99人   \n",
       " 37            False  ...  603486248f5866739fffda8207u.png          1-49人   \n",
       " 38            False  ...  5f8f986bdfb13a7dee342f2108u.jpg    5000-10000人   \n",
       " 39            False  ...  5f8f9866dfb13a7dee342f1808u.jpg     2000-5000人   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "    comp.compIndustry                                 comp.link comp.compStage  \\\n",
       " 0                 制药   https://www.liepin.com/company/9803471/            NaN   \n",
       " 1                互联网    https://www.liepin.com/company/693385/            已上市   \n",
       " 2           基金/证券/期货   https://www.liepin.com/company/1421537/            已上市   \n",
       " 3           基金/证券/期货   https://www.liepin.com/company/1421537/            已上市   \n",
       " 4               通信设备  https://www.liepin.com/company/12753371/             A轮   \n",
       " 5                 银行   https://www.liepin.com/company/8866590/            NaN   \n",
       " 6           食品/饮料/酒水   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7                互联网   https://www.liepin.com/company/9095103/            NaN   \n",
       " 8              计算机软件   https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9              计算机软件   https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10             计算机软件   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11               互联网  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12          食品/饮料/酒水   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13            专业技术服务  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14              其他行业   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15              其他行业   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16              其他行业   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17              通信设备   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18               互联网   https://www.liepin.com/company/9608440/             其他   \n",
       " 19               互联网   https://www.liepin.com/company/9608440/             其他   \n",
       " 20               互联网   https://www.liepin.com/company/9608440/             其他   \n",
       " 21              通信设备   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22          基金/证券/期货   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23           建筑/工程设计   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24       电子/半导体/集成电路   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25               互联网   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26              培训服务  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27             计算机软件   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28             计算机软件   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29                日化    https://www.liepin.com/company/873330/            NaN   \n",
       " 30          食品/饮料/酒水  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31              IT服务   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32              IT服务   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33          基金/证券/期货  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34               互联网   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35              整车制造   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36              科技金融  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37             酒店/民宿  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38             计算机软件   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39          基金/证券/期货   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears  \n",
       " 0                  NaN                  NaN  \n",
       " 1                  NaN                  NaN  \n",
       " 2                  NaN                  NaN  \n",
       " 3                  NaN                  NaN  \n",
       " 4                  NaN                  NaN  \n",
       " 5                  NaN                  NaN  \n",
       " 6                  NaN                  NaN  \n",
       " 7                  NaN                  NaN  \n",
       " 8                  NaN                  NaN  \n",
       " 9                  NaN                  NaN  \n",
       " 10                 NaN                  NaN  \n",
       " 11                 NaN                  NaN  \n",
       " 12                 NaN                  NaN  \n",
       " 13                 NaN                  NaN  \n",
       " 14                 NaN                  NaN  \n",
       " 15                 NaN                  NaN  \n",
       " 16                 NaN                  NaN  \n",
       " 17                 NaN                  NaN  \n",
       " 18                 NaN                  NaN  \n",
       " 19                 NaN                  NaN  \n",
       " 20                 NaN                  NaN  \n",
       " 21                 NaN                  NaN  \n",
       " 22                 NaN                  NaN  \n",
       " 23                 NaN                  NaN  \n",
       " 24                 NaN                  NaN  \n",
       " 25                 NaN                  NaN  \n",
       " 26                 NaN                  NaN  \n",
       " 27                 NaN                  NaN  \n",
       " 28                 NaN                  NaN  \n",
       " 29                统招本科                 经验不限  \n",
       " 30                  大专                 经验不限  \n",
       " 31                  硕士                 经验不限  \n",
       " 32                统招本科                 经验不限  \n",
       " 33                  本科                 经验不限  \n",
       " 34                  本科                 一年以下  \n",
       " 35                  本科                 经验不限  \n",
       " 36                统招本科                 经验不限  \n",
       " 37               中专/中技                 一年以下  \n",
       " 38                  本科                 经验不限  \n",
       " 39                统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
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       " 9   {\"imId\":\"df21e7893077a58b576c9077e768cf3d\",\"im...   \n",
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       " 39  {\"imId\":\"dfd87038bcffad82351ff05530f680dd\",\"im...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                                [本科]  20220926154947   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  20230420135845   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  20230322141917   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  20230322132453   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  20230404115209   \n",
       " 5                                                [本科]  20230216154258   \n",
       " 6                                     [本科, IT类, 系统开发]  20221124220251   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  20221019094528   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  20220823114952   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  20220823114249   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  20220804104115   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  20211117162519   \n",
       " 12                                               [本科]  20220516121015   \n",
       " 13                                   [本科, 产品设计, 用户研究]  20220721161952   \n",
       " 14                                             [学历不限]  20190930094327   \n",
       " 15                                             [学历不限]  20190930094853   \n",
       " 16                                             [学历不限]  20190930095044   \n",
       " 17                                                 []  20230207174215   \n",
       " 18                                               [本科]  20230322150025   \n",
       " 19                                               [本科]  20230322143603   \n",
       " 20                                               [本科]  20230320120232   \n",
       " 21                                               [本科]  20221109120406   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  20230403163505   \n",
       " 23                                               [硕士]  20221012150029   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  20220705082900   \n",
       " 25                                                 []  20221021095151   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  20211018160421   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  20220905114545   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  20230320114041   \n",
       " 29                                  [to C, 电子商务, 消费品]  20230420115138   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  20230331105047   \n",
       " 31                                             [to B]  20221215110632   \n",
       " 32                                             [to B]  20230104143051   \n",
       " 33                                              [证券类]  20230410203802   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  20230421102728   \n",
       " 35                                                 []  20211116112740   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  20210415123107   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  20210224104701   \n",
       " 38                                                 []  20200915191945   \n",
       " 39                                             [金融产品]  20210527172606   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId                   job.title  \\\n",
       " 0        False           6  47544603          2022校招-营销中心-产品经理助理   \n",
       " 1        False           6  57974857    2023届提前批-产品经理 (MJ012344)   \n",
       " 2        False           6  57191493                  人力资源数据产品经理   \n",
       " 3        False           6  57061851                 互联网学习平台产品经理   \n",
       " 4        False           6  56924959                     光器件产品经理   \n",
       " 5        False           6  56180361                 【校招】信用卡产品经理   \n",
       " 6        False           6  52633137                     产品经理培训生   \n",
       " 7        False           6  52175421                    产品经理（校招）   \n",
       " 8        False           6  52085797  2023届-大数据平台产品经理 (MJ001161)   \n",
       " 9        False           6  52085369       2023届-产品经理 (MJ001163)   \n",
       " 10       False           6  51637219               产品经理（2023届校招）   \n",
       " 11       False           6  44935111                        产品经理   \n",
       " 12       False           6  43590821                产品经理(J11023)   \n",
       " 13       False           6  42835793                        产品经理   \n",
       " 14       False           6  23528191              广电运通-产品经理（应届生）   \n",
       " 15       False           6  23508203            基准医疗-助理产品经理（应届生）   \n",
       " 16       False           6  23479325              中科开创-产品经理(应届生）   \n",
       " 17       False           7    518911                      行业产品经理   \n",
       " 18       False           6  57195307                    直播运营（PM）   \n",
       " 19       False           6  57193375            直播运营（PM）(J10125)   \n",
       " 20       False           6  57104845             直播运营（PM） J10125   \n",
       " 21       False           6  52653127                        产品经理   \n",
       " 22       False           6  52547239              金融产品经理（番禺万博二路）   \n",
       " 23       False           6  51957245                 BIM产品经理【校招】   \n",
       " 24       False           6  50868041                        专案PM   \n",
       " 25       False           7    529051                    产品经理（管培）   \n",
       " 26       False           6  44041325                        产品经理   \n",
       " 27       False           6  52377455                   IT产品经理实习生   \n",
       " 28       False           6  57103675                     产品经理实习生   \n",
       " 29       False           2  57001973                    eWMS产品经理   \n",
       " 30       False           2  57448565         产品经理（高级产品经理&资深产品经理）   \n",
       " 31       False           2  55079225                    （储备）产品经理   \n",
       " 32       False           2  55322015          （储备）产品经理--20-22届本科   \n",
       " 33       False           2  57678719                      金融产品经理   \n",
       " 34       False           2  57723309              产品经理（凡科商城SaaS）   \n",
       " 35       False           2  40364923                       车产品经理   \n",
       " 36       False           2  38193153                   储备干部—产品经理   \n",
       " 37       False           2  36091987                    酒店签约产品经理   \n",
       " 38       False           2  31738901                        产品经理   \n",
       " 39       False           2  39588227                      金融产品经理   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  ...         recruiter.recruiterPhoto  \\\n",
       " 0                                   ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1                                   ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2                                   ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3                                   ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4                                   ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5                                   ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6                                   ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7                                   ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8                                   ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9                                   ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10                                  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11                                  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12                                  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13                                  ...  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17             NaN             NaN  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18                                  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19                                  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20                                  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21                                  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22                                  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23                                  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24                                  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25             NaN             NaN  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26                                  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27                                  ...  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29                                  ...  63a9534728c57209b0f4aa0505u.png   \n",
       " 30                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31                                  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32                                  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33                                  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34                                  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36                                  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37                                  ...  603486248f5866739fffda8207u.png   \n",
       " 38                                  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39                                  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "    comp.compScale          comp.compName  comp.compIndustry comp.compId  \\\n",
       " 0      1000-2000人                 泰邦生物集团                 制药     9803471   \n",
       " 1      2000-5000人                    广联达                互联网      693385   \n",
       " 2     5000-10000人                   广发证券           基金/证券/期货     1421537   \n",
       " 3     5000-10000人                   广发证券           基金/证券/期货     1421537   \n",
       " 4          50-99人           高勘(广州)技术有限公司               通信设备    12753371   \n",
       " 5      1000-2000人                广州银行信用卡                 银行     8866590   \n",
       " 6      2000-5000人                   汤臣倍健           食品/饮料/酒水     8080810   \n",
       " 7      1000-2000人        联通(广东)产业互联网有限公司                互联网     9095103   \n",
       " 8        10000人以上               广电运通金融电子              计算机软件     8547388   \n",
       " 9        10000人以上               广电运通金融电子              计算机软件     8547388   \n",
       " 10       500-999人         广东南方数码科技股份有限公司              计算机软件     8967569   \n",
       " 11          1-49人         广州一九一九网络科技有限公司                互联网    12998701   \n",
       " 12     2000-5000人                   汤臣倍健           食品/饮料/酒水     8080810   \n",
       " 13         50-99人                   广金征信             专业技术服务    12447389   \n",
       " 14       100-499人          广州开发区人才交流服务中心               其他行业     8933926   \n",
       " 15       100-499人          广州开发区人才交流服务中心               其他行业     8933926   \n",
       " 16       100-499人          广州开发区人才交流服务中心               其他行业     8933926   \n",
       " 17     2000-5000人     中国联合网络通信有限公司广州市分公司               通信设备     9370318   \n",
       " 18       100-499人                   茉莉传媒                互联网     9608440   \n",
       " 19       100-499人                   茉莉传媒                互联网     9608440   \n",
       " 20       100-499人                   茉莉传媒                互联网     9608440   \n",
       " 21    5000-10000人                   润建股份               通信设备     7863327   \n",
       " 22     2000-5000人        广发证券股份有限公司广州分公司           基金/证券/期货     9874217   \n",
       " 23       100-499人                  城建设计院            建筑/工程设计     9961079   \n",
       " 24       500-999人           光宝科技(常州)有限公司        电子/半导体/集成电路     1147021   \n",
       " 25       100-499人                   尚航科技                互联网     8774355   \n",
       " 26          1-49人           广州数方网络科技有限公司               培训服务    12244247   \n",
       " 27     2000-5000人         友邦资讯科技(广州)有限公司              计算机软件     1640101   \n",
       " 28     1000-2000人                   中望软件              计算机软件     1070270   \n",
       " 29       10000人以上               广州宝洁有限公司                 日化      873330   \n",
       " 30     1000-2000人             广州奥昆食品有限公司           食品/饮料/酒水    13103111   \n",
       " 31       500-999人                   嘉为科技               IT服务     8635284   \n",
       " 32       500-999人                   嘉为科技               IT服务     8635284   \n",
       " 33          1-49人  广发证券股份有限公司广州环市东路证券营业部           基金/证券/期货    13501215   \n",
       " 34       500-999人                     凡科                互联网     8565691   \n",
       " 35     1000-2000人                   合创汽车               整车制造     9550328   \n",
       " 36         50-99人          嘉联支付有限公司广州分公司               科技金融    12691289   \n",
       " 37          1-49人           广州视界行旅行社有限公司              酒店/民宿    12569735   \n",
       " 38    5000-10000人           广州视臻信息科技有限公司              计算机软件     9838667   \n",
       " 39     2000-5000人        广发证券股份有限公司广州分公司           基金/证券/期货     9874217   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   5da02d450c1585184590d96f08u.png   https://www.liepin.com/company/9803471/   \n",
       " 1   5bfe954674719dc6ed7416af03a.png    https://www.liepin.com/company/693385/   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png   https://www.liepin.com/company/1421537/   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png   https://www.liepin.com/company/1421537/   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png  https://www.liepin.com/company/12753371/   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png   https://www.liepin.com/company/8866590/   \n",
       " 6   5ec39993f2540204574caa5008u.jpg   https://www.liepin.com/company/8080810/   \n",
       " 7   6030a6c1701c060c94ace27002u.png   https://www.liepin.com/company/9095103/   \n",
       " 8   6242b195ca47ff43908033f907u.png   https://www.liepin.com/company/8547388/   \n",
       " 9   6242b195ca47ff43908033f907u.png   https://www.liepin.com/company/8547388/   \n",
       " 10  5bfffaba74719da073f0e13e03u.png   https://www.liepin.com/company/8967569/   \n",
       " 11  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12998701/   \n",
       " 12  5ec39993f2540204574caa5008u.jpg   https://www.liepin.com/company/8080810/   \n",
       " 13  61c1924e642c8c0bf718876205u.png  https://www.liepin.com/company/12447389/   \n",
       " 14  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8933926/   \n",
       " 15  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8933926/   \n",
       " 16  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8933926/   \n",
       " 17  620dea10dd77d50cb82e806105u.png   https://www.liepin.com/company/9370318/   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg   https://www.liepin.com/company/9608440/   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg   https://www.liepin.com/company/9608440/   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg   https://www.liepin.com/company/9608440/   \n",
       " 21  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/   \n",
       " 22  60ab7b474005a2070875f99702u.png   https://www.liepin.com/company/9874217/   \n",
       " 23  5f5dcedbea60860b751dde8904u.png   https://www.liepin.com/company/9961079/   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png   https://www.liepin.com/company/1147021/   \n",
       " 25  5bfffb3674719da073f123fc03u.png   https://www.liepin.com/company/8774355/   \n",
       " 26  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12244247/   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg   https://www.liepin.com/company/1640101/   \n",
       " 28  608929f85e8a1c32e33be8c504u.png   https://www.liepin.com/company/1070270/   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png    https://www.liepin.com/company/873330/   \n",
       " 30  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13103111/   \n",
       " 31  63b4d9f0a0380858a9711da306u.png   https://www.liepin.com/company/8635284/   \n",
       " 32  63b4d9f0a0380858a9711da306u.png   https://www.liepin.com/company/8635284/   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg  https://www.liepin.com/company/13501215/   \n",
       " 34  5f0e8273639c8353866faf6d01u.png   https://www.liepin.com/company/8565691/   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg   https://www.liepin.com/company/9550328/   \n",
       " 36  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12691289/   \n",
       " 37  603470aab9834220c1e1405904u.jpg  https://www.liepin.com/company/12569735/   \n",
       " 38  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/9838667/   \n",
       " 39  60ab7b474005a2070875f99702u.png   https://www.liepin.com/company/9874217/   \n",
       " \n",
       "    comp.compStage job.requireWorkYears job.requireEduLevel  \n",
       " 0             NaN                  NaN                 NaN  \n",
       " 1             已上市                  NaN                 NaN  \n",
       " 2             已上市                  NaN                 NaN  \n",
       " 3             已上市                  NaN                 NaN  \n",
       " 4              A轮                  NaN                 NaN  \n",
       " 5             NaN                  NaN                 NaN  \n",
       " 6          沪深A股上市                  NaN                 NaN  \n",
       " 7             NaN                  NaN                 NaN  \n",
       " 8          沪深A股上市                  NaN                 NaN  \n",
       " 9          沪深A股上市                  NaN                 NaN  \n",
       " 10            NaN                  NaN                 NaN  \n",
       " 11            NaN                  NaN                 NaN  \n",
       " 12         沪深A股上市                  NaN                 NaN  \n",
       " 13            NaN                  NaN                 NaN  \n",
       " 14            NaN                  NaN                 NaN  \n",
       " 15            NaN                  NaN                 NaN  \n",
       " 16            NaN                  NaN                 NaN  \n",
       " 17            NaN                  NaN                 NaN  \n",
       " 18             其他                  NaN                 NaN  \n",
       " 19             其他                  NaN                 NaN  \n",
       " 20             其他                  NaN                 NaN  \n",
       " 21         沪深A股上市                  NaN                 NaN  \n",
       " 22           港股上市                  NaN                 NaN  \n",
       " 23            NaN                  NaN                 NaN  \n",
       " 24            NaN                  NaN                 NaN  \n",
       " 25             D轮                  NaN                 NaN  \n",
       " 26            NaN                  NaN                 NaN  \n",
       " 27           港股上市                  NaN                 NaN  \n",
       " 28          科创板上市                  NaN                 NaN  \n",
       " 29            NaN                 经验不限                统招本科  \n",
       " 30            NaN                 经验不限                  大专  \n",
       " 31             B轮                 经验不限                  硕士  \n",
       " 32             B轮                 经验不限                统招本科  \n",
       " 33          融资未公开                 经验不限                  本科  \n",
       " 34          新三板上市                 一年以下                  本科  \n",
       " 35            NaN                 经验不限                  本科  \n",
       " 36            NaN                 经验不限                统招本科  \n",
       " 37          融资未公开                 一年以下               中专/中技  \n",
       " 38           战略投资                 经验不限                  本科  \n",
       " 39           港股上市                 经验不限                统招本科  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"job...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"job...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"job...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                [本科]   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]   \n",
       " 5                                                [本科]   \n",
       " 6                                     [本科, IT类, 系统开发]   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]   \n",
       " 12                                               [本科]   \n",
       " 13                                   [本科, 产品设计, 用户研究]   \n",
       " 14                                             [学历不限]   \n",
       " 15                                             [学历不限]   \n",
       " 16                                             [学历不限]   \n",
       " 17                                                 []   \n",
       " 18                                               [本科]   \n",
       " 19                                               [本科]   \n",
       " 20                                               [本科]   \n",
       " 21                                               [本科]   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...   \n",
       " 23                                               [硕士]   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]   \n",
       " 25                                                 []   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]   \n",
       " 29                                  [to C, 电子商务, 消费品]   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...   \n",
       " 31                                             [to B]   \n",
       " 32                                             [to B]   \n",
       " 33                                              [证券类]   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...   \n",
       " 35                                                 []   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]   \n",
       " 38                                                 []   \n",
       " 39                                             [金融产品]   \n",
       " \n",
       "                      job.title job.jobId  job.salary  job.dq job.jobKind  \\\n",
       " 0           2022校招-营销中心-产品经理助理  47544603       8-10k  广州-番禺区           6   \n",
       " 1     2023届提前批-产品经理 (MJ012344)  57974857  15-25k·15薪  广州-越秀区           6   \n",
       " 2                   人力资源数据产品经理  57191493  19-20k·18薪  广州-天河区           6   \n",
       " 3                  互联网学习平台产品经理  57061851      19-25k      广州           6   \n",
       " 4                      光器件产品经理  56924959  15-20k·14薪  广州-黄埔区           6   \n",
       " 5                  【校招】信用卡产品经理  56180361  10-13k·14薪  广州-天河区           6   \n",
       " 6                      产品经理培训生  52633137       7-11k  广州-黄埔区           6   \n",
       " 7                     产品经理（校招）  52175421   9-18k·18薪      广州           6   \n",
       " 8   2023届-大数据平台产品经理 (MJ001161)  52085797      10-23k  广州-黄埔区           6   \n",
       " 9        2023届-产品经理 (MJ001163)  52085369      10-20k  广州-黄埔区           6   \n",
       " 10               产品经理（2023届校招）  51637219       7-13k  广州-天河区           6   \n",
       " 11                        产品经理  44935111      20-30k      广州           6   \n",
       " 12                产品经理(J11023)  43590821       7-10k  广州-黄埔区           6   \n",
       " 13                        产品经理  42835793      12-25k      广州           6   \n",
       " 14              广电运通-产品经理（应届生）  23528191       6-15k      广州           6   \n",
       " 15            基准医疗-助理产品经理（应届生）  23508203       7-11k      广州           6   \n",
       " 16              中科开创-产品经理(应届生）  23479325       5-15k      广州           6   \n",
       " 17                      行业产品经理    518911          面议      广州           7   \n",
       " 18                    直播运营（PM）  57195307        6-8k  广州-越秀区           6   \n",
       " 19            直播运营（PM）(J10125)  57193375        6-8k      广州           6   \n",
       " 20             直播运营（PM） J10125  57104845        5-8k      广州           6   \n",
       " 21                        产品经理  52653127        4-5k  广州-海珠区           6   \n",
       " 22              金融产品经理（番禺万博二路）  52547239        4-8k  广州-番禺区           6   \n",
       " 23                 BIM产品经理【校招】  51957245       9-12k  广州-天河区           6   \n",
       " 24                        专案PM  50868041    6-8k·13薪  广州-黄埔区           6   \n",
       " 25                    产品经理（管培）    529051      10-17k  广州-黄埔区           7   \n",
       " 26                        产品经理  44041325      300元/天  广州-黄埔区           6   \n",
       " 27                   IT产品经理实习生  52377455  150-200元/天  广州-越秀区           6   \n",
       " 28                     产品经理实习生  57103675  150-250元/天  广州-天河区           6   \n",
       " 29                    eWMS产品经理  57001973  20-40k·14薪  广州-天河区           2   \n",
       " 30         产品经理（高级产品经理&资深产品经理）  57448565       9-20k  广州-南沙区           2   \n",
       " 31                    （储备）产品经理  55079225      13-16k  广州-天河区           2   \n",
       " 32          （储备）产品经理--20-22届本科  55322015      10-14k  广州-天河区           2   \n",
       " 33                      金融产品经理  57678719       5-10k  广州-越秀区           2   \n",
       " 34              产品经理（凡科商城SaaS）  57723309       8-11k  广州-海珠区           2   \n",
       " 35                       车产品经理  40364923      15-30k  广州-南沙区           2   \n",
       " 36                   储备干部—产品经理  38193153        2-3k  广州-天河区           2   \n",
       " 37                    酒店签约产品经理  36091987       6-11k      广州           2   \n",
       " 38                        产品经理  31738901      15-30k  广州-黄埔区           2   \n",
       " 39                      金融产品经理  39588227       5-10k      广州           2   \n",
       " \n",
       "    job.campusJobKind                                     job.dataPromId  ...  \\\n",
       " 0                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 1                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 2                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 3                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 4                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 5                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 6                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 7                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 8                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 9                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 10                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 11                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 12                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 13                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 14                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 15                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 16                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 17                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 18                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 19                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 20                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 21                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 22                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 23                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 24                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 25                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 26                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 27                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 28                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 29               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 30               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 31               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 32               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 33               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 34               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 35               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 36               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 37               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 38               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 39               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " \n",
       "    recruiter.imUserType  comp.compScale comp.compIndustry  \\\n",
       " 0                     2      1000-2000人                制药   \n",
       " 1                     2      2000-5000人               互联网   \n",
       " 2                     2     5000-10000人          基金/证券/期货   \n",
       " 3                     2     5000-10000人          基金/证券/期货   \n",
       " 4                     2          50-99人              通信设备   \n",
       " 5                     2      1000-2000人                银行   \n",
       " 6                     2      2000-5000人          食品/饮料/酒水   \n",
       " 7                     2      1000-2000人               互联网   \n",
       " 8                     2        10000人以上             计算机软件   \n",
       " 9                     2        10000人以上             计算机软件   \n",
       " 10                    2        500-999人             计算机软件   \n",
       " 11                    2           1-49人               互联网   \n",
       " 12                    2      2000-5000人          食品/饮料/酒水   \n",
       " 13                    2          50-99人            专业技术服务   \n",
       " 14                    2        100-499人              其他行业   \n",
       " 15                    2        100-499人              其他行业   \n",
       " 16                    2        100-499人              其他行业   \n",
       " 17                  NaN      2000-5000人              通信设备   \n",
       " 18                    2        100-499人               互联网   \n",
       " 19                    2        100-499人               互联网   \n",
       " 20                    2        100-499人               互联网   \n",
       " 21                    2     5000-10000人              通信设备   \n",
       " 22                    2      2000-5000人          基金/证券/期货   \n",
       " 23                    2        100-499人           建筑/工程设计   \n",
       " 24                    2        500-999人       电子/半导体/集成电路   \n",
       " 25                  NaN        100-499人               互联网   \n",
       " 26                    2           1-49人              培训服务   \n",
       " 27                    2      2000-5000人             计算机软件   \n",
       " 28                    2      1000-2000人             计算机软件   \n",
       " 29                    2        10000人以上                日化   \n",
       " 30                    2      1000-2000人          食品/饮料/酒水   \n",
       " 31                    2        500-999人              IT服务   \n",
       " 32                    2        500-999人              IT服务   \n",
       " 33                    2           1-49人          基金/证券/期货   \n",
       " 34                    2        500-999人               互联网   \n",
       " 35                    2      1000-2000人              整车制造   \n",
       " 36                    2          50-99人              科技金融   \n",
       " 37                    2           1-49人             酒店/民宿   \n",
       " 38                    2     5000-10000人             计算机软件   \n",
       " 39                    2      2000-5000人          基金/证券/期货   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                                    comp.link comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/            NaN   \n",
       " 1     https://www.liepin.com/company/693385/            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/             其他   \n",
       " 19   https://www.liepin.com/company/9608440/             其他   \n",
       " 20   https://www.liepin.com/company/9608440/             其他   \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "     job.requireEduLevel job.requireWorkYears  \n",
       " 0                   NaN                  NaN  \n",
       " 1                   NaN                  NaN  \n",
       " 2                   NaN                  NaN  \n",
       " 3                   NaN                  NaN  \n",
       " 4                   NaN                  NaN  \n",
       " 5                   NaN                  NaN  \n",
       " 6                   NaN                  NaN  \n",
       " 7                   NaN                  NaN  \n",
       " 8                   NaN                  NaN  \n",
       " 9                   NaN                  NaN  \n",
       " 10                  NaN                  NaN  \n",
       " 11                  NaN                  NaN  \n",
       " 12                  NaN                  NaN  \n",
       " 13                  NaN                  NaN  \n",
       " 14                  NaN                  NaN  \n",
       " 15                  NaN                  NaN  \n",
       " 16                  NaN                  NaN  \n",
       " 17                  NaN                  NaN  \n",
       " 18                  NaN                  NaN  \n",
       " 19                  NaN                  NaN  \n",
       " 20                  NaN                  NaN  \n",
       " 21                  NaN                  NaN  \n",
       " 22                  NaN                  NaN  \n",
       " 23                  NaN                  NaN  \n",
       " 24                  NaN                  NaN  \n",
       " 25                  NaN                  NaN  \n",
       " 26                  NaN                  NaN  \n",
       " 27                  NaN                  NaN  \n",
       " 28                  NaN                  NaN  \n",
       " 29                 统招本科                 经验不限  \n",
       " 30                   大专                 经验不限  \n",
       " 31                   硕士                 经验不限  \n",
       " 32                 统招本科                 经验不限  \n",
       " 33                   本科                 经验不限  \n",
       " 34                   本科                 一年以下  \n",
       " 35                   本科                 经验不限  \n",
       " 36                 统招本科                 经验不限  \n",
       " 37                中专/中技                 一年以下  \n",
       " 38                   本科                 经验不限  \n",
       " 39                 统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"job...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"job...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"job...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " \n",
       "                                              dataInfo  recruiter.chatted  \\\n",
       " 0   %7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...              False   \n",
       " 1   %7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...              False   \n",
       " 2   %7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...              False   \n",
       " 3   %7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...              False   \n",
       " 4   %7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...              False   \n",
       " 5   %7B%22jobId%22%3A%2256180361%22%2C%22ckId%22%3...              False   \n",
       " 6   %7B%22jobId%22%3A%2252633137%22%2C%22ckId%22%3...              False   \n",
       " 7   %7B%22jobId%22%3A%2252175421%22%2C%22ckId%22%3...              False   \n",
       " 8   %7B%22jobId%22%3A%2252085797%22%2C%22ckId%22%3...              False   \n",
       " 9   %7B%22jobId%22%3A%2252085369%22%2C%22ckId%22%3...              False   \n",
       " 10  %7B%22jobId%22%3A%2251637219%22%2C%22ckId%22%3...              False   \n",
       " 11  %7B%22jobId%22%3A%2244935111%22%2C%22ckId%22%3...              False   \n",
       " 12  %7B%22jobId%22%3A%2243590821%22%2C%22ckId%22%3...              False   \n",
       " 13  %7B%22jobId%22%3A%2242835793%22%2C%22ckId%22%3...              False   \n",
       " 14  %7B%22jobId%22%3A%2223528191%22%2C%22ckId%22%3...              False   \n",
       " 15  %7B%22jobId%22%3A%2223508203%22%2C%22ckId%22%3...              False   \n",
       " 16  %7B%22jobId%22%3A%2223479325%22%2C%22ckId%22%3...              False   \n",
       " 17  %7B%22jobId%22%3A%22518911%22%2C%22ckId%22%3A%...              False   \n",
       " 18  %7B%22jobId%22%3A%2257195307%22%2C%22ckId%22%3...              False   \n",
       " 19  %7B%22jobId%22%3A%2257193375%22%2C%22ckId%22%3...              False   \n",
       " 20  %7B%22jobId%22%3A%2257104845%22%2C%22ckId%22%3...              False   \n",
       " 21  %7B%22jobId%22%3A%2252653127%22%2C%22ckId%22%3...              False   \n",
       " 22  %7B%22jobId%22%3A%2252547239%22%2C%22ckId%22%3...              False   \n",
       " 23  %7B%22jobId%22%3A%2251957245%22%2C%22ckId%22%3...              False   \n",
       " 24  %7B%22jobId%22%3A%2250868041%22%2C%22ckId%22%3...              False   \n",
       " 25  %7B%22jobId%22%3A%22529051%22%2C%22ckId%22%3A%...              False   \n",
       " 26  %7B%22jobId%22%3A%2244041325%22%2C%22ckId%22%3...              False   \n",
       " 27  %7B%22jobId%22%3A%2252377455%22%2C%22ckId%22%3...              False   \n",
       " 28  %7B%22jobId%22%3A%2257103675%22%2C%22ckId%22%3...              False   \n",
       " 29  %7B%22jobId%22%3A%2257001973%22%2C%22ckId%22%3...              False   \n",
       " 30  %7B%22jobId%22%3A%2257448565%22%2C%22ckId%22%3...              False   \n",
       " 31  %7B%22jobId%22%3A%2255079225%22%2C%22ckId%22%3...              False   \n",
       " 32  %7B%22jobId%22%3A%2255322015%22%2C%22ckId%22%3...              False   \n",
       " 33  %7B%22jobId%22%3A%2257678719%22%2C%22ckId%22%3...              False   \n",
       " 34  %7B%22jobId%22%3A%2257723309%22%2C%22ckId%22%3...              False   \n",
       " 35  %7B%22jobId%22%3A%2240364923%22%2C%22ckId%22%3...              False   \n",
       " 36  %7B%22jobId%22%3A%2238193153%22%2C%22ckId%22%3...              False   \n",
       " 37  %7B%22jobId%22%3A%2236091987%22%2C%22ckId%22%3...              False   \n",
       " 38  %7B%22jobId%22%3A%2231738901%22%2C%22ckId%22%3...              False   \n",
       " 39  %7B%22jobId%22%3A%2239588227%22%2C%22ckId%22%3...              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      胡先生                     招聘主管   \n",
       " 1                      张先生                  招聘经理/主管   \n",
       " 2                      饶先生                     招聘经理   \n",
       " 3                      饶先生                     招聘经理   \n",
       " 4                      陈女士                            \n",
       " 5                      吴女士                            \n",
       " 6                      田先生           人力资源招聘HRBP绩效经理   \n",
       " 7                      李先生                人力资源经理/主管   \n",
       " 8                      张女士                     招聘主管   \n",
       " 9                      张女士                     招聘主管   \n",
       " 10                     周女士                     猎头顾问   \n",
       " 11                     李先生                     人力经理   \n",
       " 12                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 13                     梁先生                       HR   \n",
       " 14                     李女士                     工作人员   \n",
       " 15                     李女士                     工作人员   \n",
       " 16                     李女士                     工作人员   \n",
       " 17                    校园招聘                     校招HR   \n",
       " 18                     廖女士                            \n",
       " 19                     杨女士                     招聘主管   \n",
       " 20                     杨女士                     招聘主管   \n",
       " 21                     黎先生                     招聘主管   \n",
       " 22                     汤先生                            \n",
       " 23                     李先生                     招聘主管   \n",
       " 24                     赵女士                            \n",
       " 25                    校园招聘                     校招HR   \n",
       " 26                     王先生                      合伙人   \n",
       " 27                     郑女士                     HRBP   \n",
       " 28                     张女士                            \n",
       " 29                     冯先生                Recruiter   \n",
       " 30                     巢女士                       HR   \n",
       " 31                     黎先生                       HR   \n",
       " 32                     黎先生                       HR   \n",
       " 33                     张女士                     营销后勤   \n",
       " 34                     潘女士                     招聘经理   \n",
       " 35                     覃女士                    信息化总监   \n",
       " 36                     陈女士                       HR   \n",
       " 37                     李先生                     运营总监   \n",
       " 38                     黄先生                     产品助理   \n",
       " 39                     纪女士                            \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 1   4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       " 2   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 3   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 4   3338a96140162a1413f41eedf071201e                    2   \n",
       " 5   2000a795a9a6a86dad8732728d6065d6                    2   \n",
       " 6   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7   ee8ece450dc970726dadb487287a091a                    2   \n",
       " 8   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 9   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 10  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       " 11  65866dcb30e2941a81aa296c287c375a                    2   \n",
       " 12  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 13  7143e556d3295235e030375514342674                    2   \n",
       " 14  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 15  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 16  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 17                               NaN                  NaN   \n",
       " 18  e45395410508ae97cd74bb959a88946e                    2   \n",
       " 19  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 20  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       " 23  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 24  21a13ffda91f2be2894648012f776b17                    2   \n",
       " 25                               NaN                  NaN   \n",
       " 26  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       " 27  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       " 28  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 29  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 30  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       " 31  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 32  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 33  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       " 34  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 35  a52981d937e43ae4351ff05530f680dd                    2   \n",
       " 36  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       " 37  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 38  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       " 39  dfd87038bcffad82351ff05530f680dd                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   ec9218078fe56078643873581a669533  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18  981b13258990cc6d436fdf375830a447  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  aa5178a66d1486a14b91c95b97d12f77  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  e6ae796d51b328b7cfb55cf8ac07e869  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24  cb6716a4c26311016b851aaea7b26730  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26  cd7ad3180b3da658793aa6e6534d8619  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  bf310ace2505d3415de3d46cd3d7dbb8  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28  ad10b2b5c605f4bfdf6a15188c0e6c29  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  f7de5de3cbf7fd89b9bfda7f445931e2  63a9534728c57209b0f4aa0505u.png   \n",
       " 30  5f7637977411b86467332ec93bce4deb  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  221a63b5ccc754dccedc73674aa09304  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  00a147b384567427fd08789b64b2ab78  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  4c1479d6012e7b86caa970d322aac25f  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  913622d8dc81eb0e78ae6c25a4ad1833  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  b4e202c249d928a12ab21b867543c76b  603486248f5866739fffda8207u.png   \n",
       " 38  e2c8dc64bf6351839e99cda7b2bf580a  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  7ca01ec408ef1d30ae8e48b4e676e58b  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                                            job.labels  ... job.advViewFlag  \\\n",
       " 0                                                [本科]  ...           False   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  ...           False   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  ...           False   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  ...           False   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  ...           False   \n",
       " 5                                                [本科]  ...           False   \n",
       " 6                                     [本科, IT类, 系统开发]  ...           False   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  ...           False   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  ...           False   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  ...           False   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  ...           False   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  ...           False   \n",
       " 12                                               [本科]  ...           False   \n",
       " 13                                   [本科, 产品设计, 用户研究]  ...           False   \n",
       " 14                                             [学历不限]  ...           False   \n",
       " 15                                             [学历不限]  ...           False   \n",
       " 16                                             [学历不限]  ...           False   \n",
       " 17                                                 []  ...           False   \n",
       " 18                                               [本科]  ...           False   \n",
       " 19                                               [本科]  ...           False   \n",
       " 20                                               [本科]  ...           False   \n",
       " 21                                               [本科]  ...           False   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  ...           False   \n",
       " 23                                               [硕士]  ...           False   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  ...           False   \n",
       " 25                                                 []  ...           False   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  ...           False   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  ...           False   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  ...           False   \n",
       " 29                                  [to C, 电子商务, 消费品]  ...           False   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  ...           False   \n",
       " 31                                             [to B]  ...           False   \n",
       " 32                                             [to B]  ...           False   \n",
       " 33                                              [证券类]  ...           False   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  ...           False   \n",
       " 35                                                 []  ...           False   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  ...           False   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  ...           False   \n",
       " 38                                                 []  ...           False   \n",
       " 39                                             [金融产品]  ...           False   \n",
       " \n",
       "    comp.compId comp.compScale          comp.compName  \\\n",
       " 0      9803471     1000-2000人                 泰邦生物集团   \n",
       " 1       693385     2000-5000人                    广联达   \n",
       " 2      1421537    5000-10000人                   广发证券   \n",
       " 3      1421537    5000-10000人                   广发证券   \n",
       " 4     12753371         50-99人           高勘(广州)技术有限公司   \n",
       " 5      8866590     1000-2000人                广州银行信用卡   \n",
       " 6      8080810     2000-5000人                   汤臣倍健   \n",
       " 7      9095103     1000-2000人        联通(广东)产业互联网有限公司   \n",
       " 8      8547388       10000人以上               广电运通金融电子   \n",
       " 9      8547388       10000人以上               广电运通金融电子   \n",
       " 10     8967569       500-999人         广东南方数码科技股份有限公司   \n",
       " 11    12998701          1-49人         广州一九一九网络科技有限公司   \n",
       " 12     8080810     2000-5000人                   汤臣倍健   \n",
       " 13    12447389         50-99人                   广金征信   \n",
       " 14     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 15     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 16     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 17     9370318     2000-5000人     中国联合网络通信有限公司广州市分公司   \n",
       " 18     9608440       100-499人                   茉莉传媒   \n",
       " 19     9608440       100-499人                   茉莉传媒   \n",
       " 20     9608440       100-499人                   茉莉传媒   \n",
       " 21     7863327    5000-10000人                   润建股份   \n",
       " 22     9874217     2000-5000人        广发证券股份有限公司广州分公司   \n",
       " 23     9961079       100-499人                  城建设计院   \n",
       " 24     1147021       500-999人           光宝科技(常州)有限公司   \n",
       " 25     8774355       100-499人                   尚航科技   \n",
       " 26    12244247          1-49人           广州数方网络科技有限公司   \n",
       " 27     1640101     2000-5000人         友邦资讯科技(广州)有限公司   \n",
       " 28     1070270     1000-2000人                   中望软件   \n",
       " 29      873330       10000人以上               广州宝洁有限公司   \n",
       " 30    13103111     1000-2000人             广州奥昆食品有限公司   \n",
       " 31     8635284       500-999人                   嘉为科技   \n",
       " 32     8635284       500-999人                   嘉为科技   \n",
       " 33    13501215          1-49人  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34     8565691       500-999人                     凡科   \n",
       " 35     9550328     1000-2000人                   合创汽车   \n",
       " 36    12691289         50-99人          嘉联支付有限公司广州分公司   \n",
       " 37    12569735          1-49人           广州视界行旅行社有限公司   \n",
       " 38     9838667    5000-10000人           广州视臻信息科技有限公司   \n",
       " 39     9874217     2000-5000人        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  \\\n",
       " 0   5da02d450c1585184590d96f08u.png                制药   \n",
       " 1   5bfe954674719dc6ed7416af03a.png               互联网   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png              通信设备   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png                银行   \n",
       " 6   5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 7   6030a6c1701c060c94ace27002u.png               互联网   \n",
       " 8   6242b195ca47ff43908033f907u.png             计算机软件   \n",
       " 9   6242b195ca47ff43908033f907u.png             计算机软件   \n",
       " 10  5bfffaba74719da073f0e13e03u.png             计算机软件   \n",
       " 11  61b07937d0458d53c627567e02u.jpg               互联网   \n",
       " 12  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 13  61c1924e642c8c0bf718876205u.png            专业技术服务   \n",
       " 14  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 15  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 16  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 17  620dea10dd77d50cb82e806105u.png              通信设备   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 21  5cc116c89fae687d43343d7308u.png              通信设备   \n",
       " 22  60ab7b474005a2070875f99702u.png          基金/证券/期货   \n",
       " 23  5f5dcedbea60860b751dde8904u.png           建筑/工程设计   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png       电子/半导体/集成电路   \n",
       " 25  5bfffb3674719da073f123fc03u.png               互联网   \n",
       " 26  61b07937d0458d53c627567e02u.jpg              培训服务   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg             计算机软件   \n",
       " 28  608929f85e8a1c32e33be8c504u.png             计算机软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png                日化   \n",
       " 30  61b07937d0458d53c627567e02u.jpg          食品/饮料/酒水   \n",
       " 31  63b4d9f0a0380858a9711da306u.png              IT服务   \n",
       " 32  63b4d9f0a0380858a9711da306u.png              IT服务   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg          基金/证券/期货   \n",
       " 34  5f0e8273639c8353866faf6d01u.png               互联网   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg              整车制造   \n",
       " 36  61b07937d0458d53c627567e02u.jpg              科技金融   \n",
       " 37  603470aab9834220c1e1405904u.jpg             酒店/民宿   \n",
       " 38  61b07937d0458d53c627567e02u.jpg             计算机软件   \n",
       " 39  60ab7b474005a2070875f99702u.png          基金/证券/期货   \n",
       " \n",
       "                                    comp.link comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/            NaN   \n",
       " 1     https://www.liepin.com/company/693385/            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/             其他   \n",
       " 19   https://www.liepin.com/company/9608440/             其他   \n",
       " 20   https://www.liepin.com/company/9608440/             其他   \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears  \n",
       " 0                  NaN                  NaN  \n",
       " 1                  NaN                  NaN  \n",
       " 2                  NaN                  NaN  \n",
       " 3                  NaN                  NaN  \n",
       " 4                  NaN                  NaN  \n",
       " 5                  NaN                  NaN  \n",
       " 6                  NaN                  NaN  \n",
       " 7                  NaN                  NaN  \n",
       " 8                  NaN                  NaN  \n",
       " 9                  NaN                  NaN  \n",
       " 10                 NaN                  NaN  \n",
       " 11                 NaN                  NaN  \n",
       " 12                 NaN                  NaN  \n",
       " 13                 NaN                  NaN  \n",
       " 14                 NaN                  NaN  \n",
       " 15                 NaN                  NaN  \n",
       " 16                 NaN                  NaN  \n",
       " 17                 NaN                  NaN  \n",
       " 18                 NaN                  NaN  \n",
       " 19                 NaN                  NaN  \n",
       " 20                 NaN                  NaN  \n",
       " 21                 NaN                  NaN  \n",
       " 22                 NaN                  NaN  \n",
       " 23                 NaN                  NaN  \n",
       " 24                 NaN                  NaN  \n",
       " 25                 NaN                  NaN  \n",
       " 26                 NaN                  NaN  \n",
       " 27                 NaN                  NaN  \n",
       " 28                 NaN                  NaN  \n",
       " 29                统招本科                 经验不限  \n",
       " 30                  大专                 经验不限  \n",
       " 31                  硕士                 经验不限  \n",
       " 32                统招本科                 经验不限  \n",
       " 33                  本科                 经验不限  \n",
       " 34                  本科                 一年以下  \n",
       " 35                  本科                 经验不限  \n",
       " 36                统招本科                 经验不限  \n",
       " 37               中专/中技                 一年以下  \n",
       " 38                  本科                 经验不限  \n",
       " 39                统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"job...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"job...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"job...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " \n",
       "                                              dataInfo  recruiter.chatted  \\\n",
       " 0   %7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...              False   \n",
       " 1   %7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...              False   \n",
       " 2   %7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...              False   \n",
       " 3   %7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...              False   \n",
       " 4   %7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...              False   \n",
       " 5   %7B%22jobId%22%3A%2256180361%22%2C%22ckId%22%3...              False   \n",
       " 6   %7B%22jobId%22%3A%2252633137%22%2C%22ckId%22%3...              False   \n",
       " 7   %7B%22jobId%22%3A%2252175421%22%2C%22ckId%22%3...              False   \n",
       " 8   %7B%22jobId%22%3A%2252085797%22%2C%22ckId%22%3...              False   \n",
       " 9   %7B%22jobId%22%3A%2252085369%22%2C%22ckId%22%3...              False   \n",
       " 10  %7B%22jobId%22%3A%2251637219%22%2C%22ckId%22%3...              False   \n",
       " 11  %7B%22jobId%22%3A%2244935111%22%2C%22ckId%22%3...              False   \n",
       " 12  %7B%22jobId%22%3A%2243590821%22%2C%22ckId%22%3...              False   \n",
       " 13  %7B%22jobId%22%3A%2242835793%22%2C%22ckId%22%3...              False   \n",
       " 14  %7B%22jobId%22%3A%2223528191%22%2C%22ckId%22%3...              False   \n",
       " 15  %7B%22jobId%22%3A%2223508203%22%2C%22ckId%22%3...              False   \n",
       " 16  %7B%22jobId%22%3A%2223479325%22%2C%22ckId%22%3...              False   \n",
       " 17  %7B%22jobId%22%3A%22518911%22%2C%22ckId%22%3A%...              False   \n",
       " 18  %7B%22jobId%22%3A%2257195307%22%2C%22ckId%22%3...              False   \n",
       " 19  %7B%22jobId%22%3A%2257193375%22%2C%22ckId%22%3...              False   \n",
       " 20  %7B%22jobId%22%3A%2257104845%22%2C%22ckId%22%3...              False   \n",
       " 21  %7B%22jobId%22%3A%2252653127%22%2C%22ckId%22%3...              False   \n",
       " 22  %7B%22jobId%22%3A%2252547239%22%2C%22ckId%22%3...              False   \n",
       " 23  %7B%22jobId%22%3A%2251957245%22%2C%22ckId%22%3...              False   \n",
       " 24  %7B%22jobId%22%3A%2250868041%22%2C%22ckId%22%3...              False   \n",
       " 25  %7B%22jobId%22%3A%22529051%22%2C%22ckId%22%3A%...              False   \n",
       " 26  %7B%22jobId%22%3A%2244041325%22%2C%22ckId%22%3...              False   \n",
       " 27  %7B%22jobId%22%3A%2252377455%22%2C%22ckId%22%3...              False   \n",
       " 28  %7B%22jobId%22%3A%2257103675%22%2C%22ckId%22%3...              False   \n",
       " 29  %7B%22jobId%22%3A%2257001973%22%2C%22ckId%22%3...              False   \n",
       " 30  %7B%22jobId%22%3A%2257448565%22%2C%22ckId%22%3...              False   \n",
       " 31  %7B%22jobId%22%3A%2255079225%22%2C%22ckId%22%3...              False   \n",
       " 32  %7B%22jobId%22%3A%2255322015%22%2C%22ckId%22%3...              False   \n",
       " 33  %7B%22jobId%22%3A%2257678719%22%2C%22ckId%22%3...              False   \n",
       " 34  %7B%22jobId%22%3A%2257723309%22%2C%22ckId%22%3...              False   \n",
       " 35  %7B%22jobId%22%3A%2240364923%22%2C%22ckId%22%3...              False   \n",
       " 36  %7B%22jobId%22%3A%2238193153%22%2C%22ckId%22%3...              False   \n",
       " 37  %7B%22jobId%22%3A%2236091987%22%2C%22ckId%22%3...              False   \n",
       " 38  %7B%22jobId%22%3A%2231738901%22%2C%22ckId%22%3...              False   \n",
       " 39  %7B%22jobId%22%3A%2239588227%22%2C%22ckId%22%3...              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      胡先生                     招聘主管   \n",
       " 1                      张先生                  招聘经理/主管   \n",
       " 2                      饶先生                     招聘经理   \n",
       " 3                      饶先生                     招聘经理   \n",
       " 4                      陈女士                            \n",
       " 5                      吴女士                            \n",
       " 6                      田先生           人力资源招聘HRBP绩效经理   \n",
       " 7                      李先生                人力资源经理/主管   \n",
       " 8                      张女士                     招聘主管   \n",
       " 9                      张女士                     招聘主管   \n",
       " 10                     周女士                     猎头顾问   \n",
       " 11                     李先生                     人力经理   \n",
       " 12                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 13                     梁先生                       HR   \n",
       " 14                     李女士                     工作人员   \n",
       " 15                     李女士                     工作人员   \n",
       " 16                     李女士                     工作人员   \n",
       " 17                    校园招聘                     校招HR   \n",
       " 18                     廖女士                            \n",
       " 19                     杨女士                     招聘主管   \n",
       " 20                     杨女士                     招聘主管   \n",
       " 21                     黎先生                     招聘主管   \n",
       " 22                     汤先生                            \n",
       " 23                     李先生                     招聘主管   \n",
       " 24                     赵女士                            \n",
       " 25                    校园招聘                     校招HR   \n",
       " 26                     王先生                      合伙人   \n",
       " 27                     郑女士                     HRBP   \n",
       " 28                     张女士                            \n",
       " 29                     冯先生                Recruiter   \n",
       " 30                     巢女士                       HR   \n",
       " 31                     黎先生                       HR   \n",
       " 32                     黎先生                       HR   \n",
       " 33                     张女士                     营销后勤   \n",
       " 34                     潘女士                     招聘经理   \n",
       " 35                     覃女士                    信息化总监   \n",
       " 36                     陈女士                       HR   \n",
       " 37                     李先生                     运营总监   \n",
       " 38                     黄先生                     产品助理   \n",
       " 39                     纪女士                            \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 1   4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       " 2   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 3   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 4   3338a96140162a1413f41eedf071201e                    2   \n",
       " 5   2000a795a9a6a86dad8732728d6065d6                    2   \n",
       " 6   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7   ee8ece450dc970726dadb487287a091a                    2   \n",
       " 8   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 9   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 10  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       " 11  65866dcb30e2941a81aa296c287c375a                    2   \n",
       " 12  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 13  7143e556d3295235e030375514342674                    2   \n",
       " 14  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 15  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 16  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 17                               NaN                  NaN   \n",
       " 18  e45395410508ae97cd74bb959a88946e                    2   \n",
       " 19  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 20  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       " 23  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 24  21a13ffda91f2be2894648012f776b17                    2   \n",
       " 25                               NaN                  NaN   \n",
       " 26  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       " 27  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       " 28  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 29  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 30  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       " 31  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 32  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 33  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       " 34  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 35  a52981d937e43ae4351ff05530f680dd                    2   \n",
       " 36  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       " 37  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 38  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       " 39  dfd87038bcffad82351ff05530f680dd                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   ec9218078fe56078643873581a669533  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18  981b13258990cc6d436fdf375830a447  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  aa5178a66d1486a14b91c95b97d12f77  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  e6ae796d51b328b7cfb55cf8ac07e869  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24  cb6716a4c26311016b851aaea7b26730  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26  cd7ad3180b3da658793aa6e6534d8619  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  bf310ace2505d3415de3d46cd3d7dbb8  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28  ad10b2b5c605f4bfdf6a15188c0e6c29  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  f7de5de3cbf7fd89b9bfda7f445931e2  63a9534728c57209b0f4aa0505u.png   \n",
       " 30  5f7637977411b86467332ec93bce4deb  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  221a63b5ccc754dccedc73674aa09304  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  00a147b384567427fd08789b64b2ab78  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  4c1479d6012e7b86caa970d322aac25f  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  913622d8dc81eb0e78ae6c25a4ad1833  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  b4e202c249d928a12ab21b867543c76b  603486248f5866739fffda8207u.png   \n",
       " 38  e2c8dc64bf6351839e99cda7b2bf580a  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  7ca01ec408ef1d30ae8e48b4e676e58b  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                                            job.labels  ... job.advViewFlag  \\\n",
       " 0                                                [本科]  ...           False   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  ...           False   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  ...           False   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  ...           False   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  ...           False   \n",
       " 5                                                [本科]  ...           False   \n",
       " 6                                     [本科, IT类, 系统开发]  ...           False   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  ...           False   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  ...           False   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  ...           False   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  ...           False   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  ...           False   \n",
       " 12                                               [本科]  ...           False   \n",
       " 13                                   [本科, 产品设计, 用户研究]  ...           False   \n",
       " 14                                             [学历不限]  ...           False   \n",
       " 15                                             [学历不限]  ...           False   \n",
       " 16                                             [学历不限]  ...           False   \n",
       " 17                                                 []  ...           False   \n",
       " 18                                               [本科]  ...           False   \n",
       " 19                                               [本科]  ...           False   \n",
       " 20                                               [本科]  ...           False   \n",
       " 21                                               [本科]  ...           False   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  ...           False   \n",
       " 23                                               [硕士]  ...           False   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  ...           False   \n",
       " 25                                                 []  ...           False   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  ...           False   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  ...           False   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  ...           False   \n",
       " 29                                  [to C, 电子商务, 消费品]  ...           False   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  ...           False   \n",
       " 31                                             [to B]  ...           False   \n",
       " 32                                             [to B]  ...           False   \n",
       " 33                                              [证券类]  ...           False   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  ...           False   \n",
       " 35                                                 []  ...           False   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  ...           False   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  ...           False   \n",
       " 38                                                 []  ...           False   \n",
       " 39                                             [金融产品]  ...           False   \n",
       " \n",
       "    comp.compId comp.compScale          comp.compName  \\\n",
       " 0      9803471     1000-2000人                 泰邦生物集团   \n",
       " 1       693385     2000-5000人                    广联达   \n",
       " 2      1421537    5000-10000人                   广发证券   \n",
       " 3      1421537    5000-10000人                   广发证券   \n",
       " 4     12753371         50-99人           高勘(广州)技术有限公司   \n",
       " 5      8866590     1000-2000人                广州银行信用卡   \n",
       " 6      8080810     2000-5000人                   汤臣倍健   \n",
       " 7      9095103     1000-2000人        联通(广东)产业互联网有限公司   \n",
       " 8      8547388       10000人以上               广电运通金融电子   \n",
       " 9      8547388       10000人以上               广电运通金融电子   \n",
       " 10     8967569       500-999人         广东南方数码科技股份有限公司   \n",
       " 11    12998701          1-49人         广州一九一九网络科技有限公司   \n",
       " 12     8080810     2000-5000人                   汤臣倍健   \n",
       " 13    12447389         50-99人                   广金征信   \n",
       " 14     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 15     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 16     8933926       100-499人          广州开发区人才交流服务中心   \n",
       " 17     9370318     2000-5000人     中国联合网络通信有限公司广州市分公司   \n",
       " 18     9608440       100-499人                   茉莉传媒   \n",
       " 19     9608440       100-499人                   茉莉传媒   \n",
       " 20     9608440       100-499人                   茉莉传媒   \n",
       " 21     7863327    5000-10000人                   润建股份   \n",
       " 22     9874217     2000-5000人        广发证券股份有限公司广州分公司   \n",
       " 23     9961079       100-499人                  城建设计院   \n",
       " 24     1147021       500-999人           光宝科技(常州)有限公司   \n",
       " 25     8774355       100-499人                   尚航科技   \n",
       " 26    12244247          1-49人           广州数方网络科技有限公司   \n",
       " 27     1640101     2000-5000人         友邦资讯科技(广州)有限公司   \n",
       " 28     1070270     1000-2000人                   中望软件   \n",
       " 29      873330       10000人以上               广州宝洁有限公司   \n",
       " 30    13103111     1000-2000人             广州奥昆食品有限公司   \n",
       " 31     8635284       500-999人                   嘉为科技   \n",
       " 32     8635284       500-999人                   嘉为科技   \n",
       " 33    13501215          1-49人  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34     8565691       500-999人                     凡科   \n",
       " 35     9550328     1000-2000人                   合创汽车   \n",
       " 36    12691289         50-99人          嘉联支付有限公司广州分公司   \n",
       " 37    12569735          1-49人           广州视界行旅行社有限公司   \n",
       " 38     9838667    5000-10000人           广州视臻信息科技有限公司   \n",
       " 39     9874217     2000-5000人        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  \\\n",
       " 0   5da02d450c1585184590d96f08u.png                制药   \n",
       " 1   5bfe954674719dc6ed7416af03a.png               互联网   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png              通信设备   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png                银行   \n",
       " 6   5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 7   6030a6c1701c060c94ace27002u.png               互联网   \n",
       " 8   6242b195ca47ff43908033f907u.png             计算机软件   \n",
       " 9   6242b195ca47ff43908033f907u.png             计算机软件   \n",
       " 10  5bfffaba74719da073f0e13e03u.png             计算机软件   \n",
       " 11  61b07937d0458d53c627567e02u.jpg               互联网   \n",
       " 12  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 13  61c1924e642c8c0bf718876205u.png            专业技术服务   \n",
       " 14  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 15  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 16  61b07937d0458d53c627567e02u.jpg              其他行业   \n",
       " 17  620dea10dd77d50cb82e806105u.png              通信设备   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg               互联网   \n",
       " 21  5cc116c89fae687d43343d7308u.png              通信设备   \n",
       " 22  60ab7b474005a2070875f99702u.png          基金/证券/期货   \n",
       " 23  5f5dcedbea60860b751dde8904u.png           建筑/工程设计   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png       电子/半导体/集成电路   \n",
       " 25  5bfffb3674719da073f123fc03u.png               互联网   \n",
       " 26  61b07937d0458d53c627567e02u.jpg              培训服务   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg             计算机软件   \n",
       " 28  608929f85e8a1c32e33be8c504u.png             计算机软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png                日化   \n",
       " 30  61b07937d0458d53c627567e02u.jpg          食品/饮料/酒水   \n",
       " 31  63b4d9f0a0380858a9711da306u.png              IT服务   \n",
       " 32  63b4d9f0a0380858a9711da306u.png              IT服务   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg          基金/证券/期货   \n",
       " 34  5f0e8273639c8353866faf6d01u.png               互联网   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg              整车制造   \n",
       " 36  61b07937d0458d53c627567e02u.jpg              科技金融   \n",
       " 37  603470aab9834220c1e1405904u.jpg             酒店/民宿   \n",
       " 38  61b07937d0458d53c627567e02u.jpg             计算机软件   \n",
       " 39  60ab7b474005a2070875f99702u.png          基金/证券/期货   \n",
       " \n",
       "                                    comp.link comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/            NaN   \n",
       " 1     https://www.liepin.com/company/693385/            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/             其他   \n",
       " 19   https://www.liepin.com/company/9608440/             其他   \n",
       " 20   https://www.liepin.com/company/9608440/             其他   \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears  \n",
       " 0                  NaN                  NaN  \n",
       " 1                  NaN                  NaN  \n",
       " 2                  NaN                  NaN  \n",
       " 3                  NaN                  NaN  \n",
       " 4                  NaN                  NaN  \n",
       " 5                  NaN                  NaN  \n",
       " 6                  NaN                  NaN  \n",
       " 7                  NaN                  NaN  \n",
       " 8                  NaN                  NaN  \n",
       " 9                  NaN                  NaN  \n",
       " 10                 NaN                  NaN  \n",
       " 11                 NaN                  NaN  \n",
       " 12                 NaN                  NaN  \n",
       " 13                 NaN                  NaN  \n",
       " 14                 NaN                  NaN  \n",
       " 15                 NaN                  NaN  \n",
       " 16                 NaN                  NaN  \n",
       " 17                 NaN                  NaN  \n",
       " 18                 NaN                  NaN  \n",
       " 19                 NaN                  NaN  \n",
       " 20                 NaN                  NaN  \n",
       " 21                 NaN                  NaN  \n",
       " 22                 NaN                  NaN  \n",
       " 23                 NaN                  NaN  \n",
       " 24                 NaN                  NaN  \n",
       " 25                 NaN                  NaN  \n",
       " 26                 NaN                  NaN  \n",
       " 27                 NaN                  NaN  \n",
       " 28                 NaN                  NaN  \n",
       " 29                统招本科                 经验不限  \n",
       " 30                  大专                 经验不限  \n",
       " 31                  硕士                 经验不限  \n",
       " 32                统招本科                 经验不限  \n",
       " 33                  本科                 经验不限  \n",
       " 34                  本科                 一年以下  \n",
       " 35                  本科                 经验不限  \n",
       " 36                统招本科                 经验不限  \n",
       " 37               中专/中技                 一年以下  \n",
       " 38                  本科                 经验不限  \n",
       " 39                统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"imI...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"imI...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"imI...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"imI...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"imI...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"imI...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"imI...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"imI...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"imI...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"imI...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"imI...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"imI...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"imI...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"imI...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"imI...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"imI...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"imI...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"imI...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"imI...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     胡先生   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张先生   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     饶先生   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     饶先生   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈女士   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     吴女士   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     田先生   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张女士   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张女士   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     周女士   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     田先生   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     梁先生   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                    校园招聘   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     廖女士   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黎先生   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     汤先生   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     赵女士   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                    校园招聘   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     王先生   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     郑女士   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张女士   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     冯先生   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     巢女士   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黎先生   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黎先生   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     张女士   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     潘女士   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     覃女士   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈女士   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黄先生   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     纪女士   \n",
       " \n",
       "    recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0                      招聘主管              False   \n",
       " 1                   招聘经理/主管              False   \n",
       " 2                      招聘经理              False   \n",
       " 3                      招聘经理              False   \n",
       " 4                                        False   \n",
       " 5                                        False   \n",
       " 6            人力资源招聘HRBP绩效经理              False   \n",
       " 7                 人力资源经理/主管              False   \n",
       " 8                      招聘主管              False   \n",
       " 9                      招聘主管              False   \n",
       " 10                     猎头顾问              False   \n",
       " 11                     人力经理              False   \n",
       " 12           人力资源招聘HRBP绩效经理              False   \n",
       " 13                       HR              False   \n",
       " 14                     工作人员              False   \n",
       " 15                     工作人员              False   \n",
       " 16                     工作人员              False   \n",
       " 17                     校招HR              False   \n",
       " 18                                       False   \n",
       " 19                     招聘主管              False   \n",
       " 20                     招聘主管              False   \n",
       " 21                     招聘主管              False   \n",
       " 22                                       False   \n",
       " 23                     招聘主管              False   \n",
       " 24                                       False   \n",
       " 25                     校招HR              False   \n",
       " 26                      合伙人              False   \n",
       " 27                     HRBP              False   \n",
       " 28                                       False   \n",
       " 29                Recruiter              False   \n",
       " 30                       HR              False   \n",
       " 31                       HR              False   \n",
       " 32                       HR              False   \n",
       " 33                     营销后勤              False   \n",
       " 34                     招聘经理              False   \n",
       " 35                    信息化总监              False   \n",
       " 36                       HR              False   \n",
       " 37                     运营总监              False   \n",
       " 38                     产品助理              False   \n",
       " 39                                       False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 1   4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       " 2   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 3   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 4   3338a96140162a1413f41eedf071201e                    2   \n",
       " 5   2000a795a9a6a86dad8732728d6065d6                    2   \n",
       " 6   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7   ee8ece450dc970726dadb487287a091a                    2   \n",
       " 8   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 9   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 10  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       " 11  65866dcb30e2941a81aa296c287c375a                    2   \n",
       " 12  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 13  7143e556d3295235e030375514342674                    2   \n",
       " 14  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 15  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 16  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 17                               NaN                  NaN   \n",
       " 18  e45395410508ae97cd74bb959a88946e                    2   \n",
       " 19  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 20  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       " 23  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 24  21a13ffda91f2be2894648012f776b17                    2   \n",
       " 25                               NaN                  NaN   \n",
       " 26  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       " 27  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       " 28  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 29  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 30  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       " 31  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 32  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 33  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       " 34  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 35  a52981d937e43ae4351ff05530f680dd                    2   \n",
       " 36  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       " 37  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 38  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       " 39  dfd87038bcffad82351ff05530f680dd                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3   c8b040414c97595a274a08c89b7442b4  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   ec9218078fe56078643873581a669533  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  42c777d33249035ee908c636be4572e2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18  981b13258990cc6d436fdf375830a447  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  04d86436f78ae4e742d54e61ba569318  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22  aa5178a66d1486a14b91c95b97d12f77  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  e6ae796d51b328b7cfb55cf8ac07e869  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24  cb6716a4c26311016b851aaea7b26730  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                                    5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26  cd7ad3180b3da658793aa6e6534d8619  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  bf310ace2505d3415de3d46cd3d7dbb8  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28  ad10b2b5c605f4bfdf6a15188c0e6c29  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  f7de5de3cbf7fd89b9bfda7f445931e2  63a9534728c57209b0f4aa0505u.png   \n",
       " 30  5f7637977411b86467332ec93bce4deb  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  221a63b5ccc754dccedc73674aa09304  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  00a147b384567427fd08789b64b2ab78  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  4c1479d6012e7b86caa970d322aac25f  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  913622d8dc81eb0e78ae6c25a4ad1833  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  b4e202c249d928a12ab21b867543c76b  603486248f5866739fffda8207u.png   \n",
       " 38  e2c8dc64bf6351839e99cda7b2bf580a  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  7ca01ec408ef1d30ae8e48b4e676e58b  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                                            job.labels  ...  \\\n",
       " 0                                                [本科]  ...   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  ...   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  ...   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]  ...   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  ...   \n",
       " 5                                                [本科]  ...   \n",
       " 6                                     [本科, IT类, 系统开发]  ...   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...  ...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  ...   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  ...   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  ...   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  ...   \n",
       " 12                                               [本科]  ...   \n",
       " 13                                   [本科, 产品设计, 用户研究]  ...   \n",
       " 14                                             [学历不限]  ...   \n",
       " 15                                             [学历不限]  ...   \n",
       " 16                                             [学历不限]  ...   \n",
       " 17                                                 []  ...   \n",
       " 18                                               [本科]  ...   \n",
       " 19                                               [本科]  ...   \n",
       " 20                                               [本科]  ...   \n",
       " 21                                               [本科]  ...   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  ...   \n",
       " 23                                               [硕士]  ...   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]  ...   \n",
       " 25                                                 []  ...   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]  ...   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  ...   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  ...   \n",
       " 29                                  [to C, 电子商务, 消费品]  ...   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  ...   \n",
       " 31                                             [to B]  ...   \n",
       " 32                                             [to B]  ...   \n",
       " 33                                              [证券类]  ...   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  ...   \n",
       " 35                                                 []  ...   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  ...   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]  ...   \n",
       " 38                                                 []  ...   \n",
       " 39                                             [金融产品]  ...   \n",
       " \n",
       "                                        job.dataPromId          comp.compName  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 泰邦生物集团   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                    广联达   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   广发证券   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   广发证券   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           高勘(广州)技术有限公司   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                广州银行信用卡   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   汤臣倍健   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        联通(广东)产业互联网有限公司   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               广电运通金融电子   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               广电运通金融电子   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...         广东南方数码科技股份有限公司   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...         广州一九一九网络科技有限公司   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   汤臣倍健   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   广金征信   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          广州开发区人才交流服务中心   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          广州开发区人才交流服务中心   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          广州开发区人才交流服务中心   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...     中国联合网络通信有限公司广州市分公司   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   茉莉传媒   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   茉莉传媒   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   茉莉传媒   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   润建股份   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        广发证券股份有限公司广州分公司   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  城建设计院   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           光宝科技(常州)有限公司   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   尚航科技   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           广州数方网络科技有限公司   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...         友邦资讯科技(广州)有限公司   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   中望软件   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               广州宝洁有限公司   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...             广州奥昆食品有限公司   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   嘉为科技   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   嘉为科技   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                     凡科   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                   合创汽车   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...          嘉联支付有限公司广州分公司   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           广州视界行旅行社有限公司   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           广州视臻信息科技有限公司   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                       comp.compLogo comp.compId comp.compIndustry  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                制药   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385               互联网   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537          基金/证券/期货   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537          基金/证券/期货   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371              通信设备   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                银行   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810          食品/饮料/酒水   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103               互联网   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388             计算机软件   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388             计算机软件   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569             计算机软件   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701               互联网   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810          食品/饮料/酒水   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389            专业技术服务   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926              其他行业   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926              其他行业   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926              其他行业   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318              通信设备   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440               互联网   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440               互联网   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440               互联网   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327              通信设备   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217          基金/证券/期货   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079           建筑/工程设计   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021       电子/半导体/集成电路   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355               互联网   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247              培训服务   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101             计算机软件   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270             计算机软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330                日化   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111          食品/饮料/酒水   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284              IT服务   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284              IT服务   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215          基金/证券/期货   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691               互联网   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328              整车制造   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289              科技金融   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735             酒店/民宿   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667             计算机软件   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217          基金/证券/期货   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/     1000-2000人            NaN   \n",
       " 1     https://www.liepin.com/company/693385/     2000-5000人            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/    5000-10000人            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/    5000-10000人            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/         50-99人             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/     1000-2000人            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/     2000-5000人         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/     1000-2000人            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/       10000人以上         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/       10000人以上         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/       500-999人            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/          1-49人            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/     2000-5000人         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/         50-99人            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/       100-499人            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/       100-499人            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/       100-499人            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/     2000-5000人            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/       100-499人             其他   \n",
       " 19   https://www.liepin.com/company/9608440/       100-499人             其他   \n",
       " 20   https://www.liepin.com/company/9608440/       100-499人             其他   \n",
       " 21   https://www.liepin.com/company/7863327/    5000-10000人         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/     2000-5000人           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/       100-499人            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/       500-999人            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/       100-499人             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/          1-49人            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/     2000-5000人           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/     1000-2000人          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/       10000人以上            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/     1000-2000人            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/       500-999人             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/       500-999人             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          1-49人          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/       500-999人          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/     1000-2000人            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/         50-99人            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          1-49人          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/    5000-10000人           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/     2000-5000人           港股上市   \n",
       " \n",
       "    job.requireWorkYears job.requireEduLevel  \n",
       " 0                   NaN                 NaN  \n",
       " 1                   NaN                 NaN  \n",
       " 2                   NaN                 NaN  \n",
       " 3                   NaN                 NaN  \n",
       " 4                   NaN                 NaN  \n",
       " 5                   NaN                 NaN  \n",
       " 6                   NaN                 NaN  \n",
       " 7                   NaN                 NaN  \n",
       " 8                   NaN                 NaN  \n",
       " 9                   NaN                 NaN  \n",
       " 10                  NaN                 NaN  \n",
       " 11                  NaN                 NaN  \n",
       " 12                  NaN                 NaN  \n",
       " 13                  NaN                 NaN  \n",
       " 14                  NaN                 NaN  \n",
       " 15                  NaN                 NaN  \n",
       " 16                  NaN                 NaN  \n",
       " 17                  NaN                 NaN  \n",
       " 18                  NaN                 NaN  \n",
       " 19                  NaN                 NaN  \n",
       " 20                  NaN                 NaN  \n",
       " 21                  NaN                 NaN  \n",
       " 22                  NaN                 NaN  \n",
       " 23                  NaN                 NaN  \n",
       " 24                  NaN                 NaN  \n",
       " 25                  NaN                 NaN  \n",
       " 26                  NaN                 NaN  \n",
       " 27                  NaN                 NaN  \n",
       " 28                  NaN                 NaN  \n",
       " 29                 经验不限                统招本科  \n",
       " 30                 经验不限                  大专  \n",
       " 31                 经验不限                  硕士  \n",
       " 32                 经验不限                统招本科  \n",
       " 33                 经验不限                  本科  \n",
       " 34                 一年以下                  本科  \n",
       " 35                 经验不限                  本科  \n",
       " 36                 经验不限                统招本科  \n",
       " 37                 一年以下               中专/中技  \n",
       " 38                 经验不限                  本科  \n",
       " 39                 经验不限                统招本科  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"胡先生\",\"jobId\":\"47544603\",\"imI...   \n",
       " 1   {\"recruiterName\":\"张先生\",\"jobId\":\"57974857\",\"imI...   \n",
       " 2   {\"recruiterName\":\"饶先生\",\"jobId\":\"57191493\",\"imI...   \n",
       " 3   {\"recruiterName\":\"饶先生\",\"jobId\":\"57061851\",\"imI...   \n",
       " 4   {\"recruiterName\":\"陈女士\",\"jobId\":\"56924959\",\"imI...   \n",
       " 5   {\"recruiterName\":\"吴女士\",\"jobId\":\"56180361\",\"imI...   \n",
       " 6   {\"recruiterName\":\"田先生\",\"jobId\":\"52633137\",\"imI...   \n",
       " 7   {\"recruiterName\":\"李先生\",\"jobId\":\"52175421\",\"imI...   \n",
       " 8   {\"recruiterName\":\"张女士\",\"jobId\":\"52085797\",\"imI...   \n",
       " 9   {\"recruiterName\":\"张女士\",\"jobId\":\"52085369\",\"imI...   \n",
       " 10  {\"recruiterName\":\"周女士\",\"jobId\":\"51637219\",\"imI...   \n",
       " 11  {\"recruiterName\":\"李先生\",\"jobId\":\"44935111\",\"imI...   \n",
       " 12  {\"recruiterName\":\"田先生\",\"jobId\":\"43590821\",\"imI...   \n",
       " 13  {\"recruiterName\":\"梁先生\",\"jobId\":\"42835793\",\"imI...   \n",
       " 14  {\"recruiterName\":\"李女士\",\"jobId\":\"23528191\",\"imI...   \n",
       " 15  {\"recruiterName\":\"李女士\",\"jobId\":\"23508203\",\"imI...   \n",
       " 16  {\"recruiterName\":\"李女士\",\"jobId\":\"23479325\",\"imI...   \n",
       " 17  {\"recruiterName\":\"校园招聘\",\"jobId\":\"518911\",\"user...   \n",
       " 18  {\"recruiterName\":\"廖女士\",\"jobId\":\"57195307\",\"imI...   \n",
       " 19  {\"recruiterName\":\"杨女士\",\"jobId\":\"57193375\",\"imI...   \n",
       " 20  {\"recruiterName\":\"杨女士\",\"jobId\":\"57104845\",\"imI...   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"jobId\":\"52653127\",\"imI...   \n",
       " 22  {\"recruiterName\":\"汤先生\",\"jobId\":\"52547239\",\"imI...   \n",
       " 23  {\"recruiterName\":\"李先生\",\"jobId\":\"51957245\",\"imI...   \n",
       " 24  {\"recruiterName\":\"赵女士\",\"jobId\":\"50868041\",\"imI...   \n",
       " 25  {\"recruiterName\":\"校园招聘\",\"jobId\":\"529051\",\"user...   \n",
       " 26  {\"recruiterName\":\"王先生\",\"jobId\":\"44041325\",\"imI...   \n",
       " 27  {\"recruiterName\":\"郑女士\",\"jobId\":\"52377455\",\"imI...   \n",
       " 28  {\"recruiterName\":\"张女士\",\"jobId\":\"57103675\",\"imI...   \n",
       " 29  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"imI...   \n",
       " 30  {\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"imI...   \n",
       " 31  {\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"imI...   \n",
       " 32  {\"recruiterName\":\"黎先生\",\"jobId\":\"55322015\",\"imI...   \n",
       " 33  {\"recruiterName\":\"张女士\",\"jobId\":\"57678719\",\"imI...   \n",
       " 34  {\"recruiterName\":\"潘女士\",\"jobId\":\"57723309\",\"imI...   \n",
       " 35  {\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"imI...   \n",
       " 36  {\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"imI...   \n",
       " 37  {\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"imI...   \n",
       " 38  {\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"imI...   \n",
       " 39  {\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"imI...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0                                                [本科]       8-10k  广州-番禺区   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  15-25k·15薪  广州-越秀区   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  19-20k·18薪  广州-天河区   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]      19-25k      广州   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  15-20k·14薪  广州-黄埔区   \n",
       " 5                                                [本科]  10-13k·14薪  广州-天河区   \n",
       " 6                                     [本科, IT类, 系统开发]       7-11k  广州-黄埔区   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   9-18k·18薪      广州   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]      10-23k  广州-黄埔区   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]      10-20k  广州-黄埔区   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]       7-13k  广州-天河区   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]      20-30k      广州   \n",
       " 12                                               [本科]       7-10k  广州-黄埔区   \n",
       " 13                                   [本科, 产品设计, 用户研究]      12-25k      广州   \n",
       " 14                                             [学历不限]       6-15k      广州   \n",
       " 15                                             [学历不限]       7-11k      广州   \n",
       " 16                                             [学历不限]       5-15k      广州   \n",
       " 17                                                 []          面议      广州   \n",
       " 18                                               [本科]        6-8k  广州-越秀区   \n",
       " 19                                               [本科]        6-8k      广州   \n",
       " 20                                               [本科]        5-8k      广州   \n",
       " 21                                               [本科]        4-5k  广州-海珠区   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...        4-8k  广州-番禺区   \n",
       " 23                                               [硕士]       9-12k  广州-天河区   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]    6-8k·13薪  广州-黄埔区   \n",
       " 25                                                 []      10-17k  广州-黄埔区   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]      300元/天  广州-黄埔区   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  150-200元/天  广州-越秀区   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  150-250元/天  广州-天河区   \n",
       " 29                                  [to C, 电子商务, 消费品]  20-40k·14薪  广州-天河区   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...       9-20k  广州-南沙区   \n",
       " 31                                             [to B]      13-16k  广州-天河区   \n",
       " 32                                             [to B]      10-14k  广州-天河区   \n",
       " 33                                              [证券类]       5-10k  广州-越秀区   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...       8-11k  广州-海珠区   \n",
       " 35                                                 []      15-30k  广州-南沙区   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]        2-3k  广州-天河区   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]       6-11k      广州   \n",
       " 38                                                 []      15-30k  广州-黄埔区   \n",
       " 39                                             [金融产品]       5-10k      广州   \n",
       " \n",
       "    job.jobId                   job.title  job.topJob job.refreshTime  \\\n",
       " 0   47544603          2022校招-营销中心-产品经理助理       False  20220926154947   \n",
       " 1   57974857    2023届提前批-产品经理 (MJ012344)       False  20230420135845   \n",
       " 2   57191493                  人力资源数据产品经理       False  20230322141917   \n",
       " 3   57061851                 互联网学习平台产品经理       False  20230322132453   \n",
       " 4   56924959                     光器件产品经理       False  20230404115209   \n",
       " 5   56180361                 【校招】信用卡产品经理       False  20230216154258   \n",
       " 6   52633137                     产品经理培训生       False  20221124220251   \n",
       " 7   52175421                    产品经理（校招）       False  20221019094528   \n",
       " 8   52085797  2023届-大数据平台产品经理 (MJ001161)       False  20220823114952   \n",
       " 9   52085369       2023届-产品经理 (MJ001163)       False  20220823114249   \n",
       " 10  51637219               产品经理（2023届校招）       False  20220804104115   \n",
       " 11  44935111                        产品经理       False  20211117162519   \n",
       " 12  43590821                产品经理(J11023)       False  20220516121015   \n",
       " 13  42835793                        产品经理       False  20220721161952   \n",
       " 14  23528191              广电运通-产品经理（应届生）       False  20190930094327   \n",
       " 15  23508203            基准医疗-助理产品经理（应届生）       False  20190930094853   \n",
       " 16  23479325              中科开创-产品经理(应届生）       False  20190930095044   \n",
       " 17    518911                      行业产品经理       False  20230207174215   \n",
       " 18  57195307                    直播运营（PM）       False  20230322150025   \n",
       " 19  57193375            直播运营（PM）(J10125)       False  20230322143603   \n",
       " 20  57104845             直播运营（PM） J10125       False  20230320120232   \n",
       " 21  52653127                        产品经理       False  20221109120406   \n",
       " 22  52547239              金融产品经理（番禺万博二路）       False  20230403163505   \n",
       " 23  51957245                 BIM产品经理【校招】       False  20221012150029   \n",
       " 24  50868041                        专案PM       False  20220705082900   \n",
       " 25    529051                    产品经理（管培）       False  20221021095151   \n",
       " 26  44041325                        产品经理       False  20211018160421   \n",
       " 27  52377455                   IT产品经理实习生       False  20220905114545   \n",
       " 28  57103675                     产品经理实习生       False  20230320114041   \n",
       " 29  57001973                    eWMS产品经理       False  20230420115138   \n",
       " 30  57448565         产品经理（高级产品经理&资深产品经理）       False  20230331105047   \n",
       " 31  55079225                    （储备）产品经理       False  20221215110632   \n",
       " 32  55322015          （储备）产品经理--20-22届本科       False  20230104143051   \n",
       " 33  57678719                      金融产品经理       False  20230410203802   \n",
       " 34  57723309              产品经理（凡科商城SaaS）       False  20230421102728   \n",
       " 35  40364923                       车产品经理       False  20211116112740   \n",
       " 36  38193153                   储备干部—产品经理       False  20210415123107   \n",
       " 37  36091987                    酒店签约产品经理       False  20210224104701   \n",
       " 38  31738901                        产品经理       False  20200915191945   \n",
       " 39  39588227                      金融产品经理       False  20210527172606   \n",
       " \n",
       "    job.campusJobKind  ...         recruiter.recruiterPhoto  \\\n",
       " 0                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1                 应届  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4                 应届  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5                 应届  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7                 应届  ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8                 应届  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9                 应届  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10                应届  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11                应届  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12                应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13                应届  ...  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14                应届  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15                应届  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16                应届  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                应届  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18                应届  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19                应届  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20                应届  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21                应届  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22                应届  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23                应届  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24                应届  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                应届  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26                实习  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27                实习  ...  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28                实习  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29               NaN  ...  63a9534728c57209b0f4aa0505u.png   \n",
       " 30               NaN  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31               NaN  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32               NaN  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33               NaN  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34               NaN  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35               NaN  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36               NaN  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37               NaN  ...  603486248f5866739fffda8207u.png   \n",
       " 38               NaN  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39               NaN  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  comp.compId  \\\n",
       " 0   5da02d450c1585184590d96f08u.png                制药      9803471   \n",
       " 1   5bfe954674719dc6ed7416af03a.png               互联网       693385   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货      1421537   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货      1421537   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png              通信设备     12753371   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png                银行      8866590   \n",
       " 6   5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水      8080810   \n",
       " 7   6030a6c1701c060c94ace27002u.png               互联网      9095103   \n",
       " 8   6242b195ca47ff43908033f907u.png             计算机软件      8547388   \n",
       " 9   6242b195ca47ff43908033f907u.png             计算机软件      8547388   \n",
       " 10  5bfffaba74719da073f0e13e03u.png             计算机软件      8967569   \n",
       " 11  61b07937d0458d53c627567e02u.jpg               互联网     12998701   \n",
       " 12  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水      8080810   \n",
       " 13  61c1924e642c8c0bf718876205u.png            专业技术服务     12447389   \n",
       " 14  61b07937d0458d53c627567e02u.jpg              其他行业      8933926   \n",
       " 15  61b07937d0458d53c627567e02u.jpg              其他行业      8933926   \n",
       " 16  61b07937d0458d53c627567e02u.jpg              其他行业      8933926   \n",
       " 17  620dea10dd77d50cb82e806105u.png              通信设备      9370318   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg               互联网      9608440   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg               互联网      9608440   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg               互联网      9608440   \n",
       " 21  5cc116c89fae687d43343d7308u.png              通信设备      7863327   \n",
       " 22  60ab7b474005a2070875f99702u.png          基金/证券/期货      9874217   \n",
       " 23  5f5dcedbea60860b751dde8904u.png           建筑/工程设计      9961079   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png       电子/半导体/集成电路      1147021   \n",
       " 25  5bfffb3674719da073f123fc03u.png               互联网      8774355   \n",
       " 26  61b07937d0458d53c627567e02u.jpg              培训服务     12244247   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg             计算机软件      1640101   \n",
       " 28  608929f85e8a1c32e33be8c504u.png             计算机软件      1070270   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png                日化       873330   \n",
       " 30  61b07937d0458d53c627567e02u.jpg          食品/饮料/酒水     13103111   \n",
       " 31  63b4d9f0a0380858a9711da306u.png              IT服务      8635284   \n",
       " 32  63b4d9f0a0380858a9711da306u.png              IT服务      8635284   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg          基金/证券/期货     13501215   \n",
       " 34  5f0e8273639c8353866faf6d01u.png               互联网      8565691   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg              整车制造      9550328   \n",
       " 36  61b07937d0458d53c627567e02u.jpg              科技金融     12691289   \n",
       " 37  603470aab9834220c1e1405904u.jpg             酒店/民宿     12569735   \n",
       " 38  61b07937d0458d53c627567e02u.jpg             计算机软件      9838667   \n",
       " 39  60ab7b474005a2070875f99702u.png          基金/证券/期货      9874217   \n",
       " \n",
       "             comp.compName                                 comp.link  \\\n",
       " 0                  泰邦生物集团   https://www.liepin.com/company/9803471/   \n",
       " 1                     广联达    https://www.liepin.com/company/693385/   \n",
       " 2                    广发证券   https://www.liepin.com/company/1421537/   \n",
       " 3                    广发证券   https://www.liepin.com/company/1421537/   \n",
       " 4            高勘(广州)技术有限公司  https://www.liepin.com/company/12753371/   \n",
       " 5                 广州银行信用卡   https://www.liepin.com/company/8866590/   \n",
       " 6                    汤臣倍健   https://www.liepin.com/company/8080810/   \n",
       " 7         联通(广东)产业互联网有限公司   https://www.liepin.com/company/9095103/   \n",
       " 8                广电运通金融电子   https://www.liepin.com/company/8547388/   \n",
       " 9                广电运通金融电子   https://www.liepin.com/company/8547388/   \n",
       " 10         广东南方数码科技股份有限公司   https://www.liepin.com/company/8967569/   \n",
       " 11         广州一九一九网络科技有限公司  https://www.liepin.com/company/12998701/   \n",
       " 12                   汤臣倍健   https://www.liepin.com/company/8080810/   \n",
       " 13                   广金征信  https://www.liepin.com/company/12447389/   \n",
       " 14          广州开发区人才交流服务中心   https://www.liepin.com/company/8933926/   \n",
       " 15          广州开发区人才交流服务中心   https://www.liepin.com/company/8933926/   \n",
       " 16          广州开发区人才交流服务中心   https://www.liepin.com/company/8933926/   \n",
       " 17     中国联合网络通信有限公司广州市分公司   https://www.liepin.com/company/9370318/   \n",
       " 18                   茉莉传媒   https://www.liepin.com/company/9608440/   \n",
       " 19                   茉莉传媒   https://www.liepin.com/company/9608440/   \n",
       " 20                   茉莉传媒   https://www.liepin.com/company/9608440/   \n",
       " 21                   润建股份   https://www.liepin.com/company/7863327/   \n",
       " 22        广发证券股份有限公司广州分公司   https://www.liepin.com/company/9874217/   \n",
       " 23                  城建设计院   https://www.liepin.com/company/9961079/   \n",
       " 24           光宝科技(常州)有限公司   https://www.liepin.com/company/1147021/   \n",
       " 25                   尚航科技   https://www.liepin.com/company/8774355/   \n",
       " 26           广州数方网络科技有限公司  https://www.liepin.com/company/12244247/   \n",
       " 27         友邦资讯科技(广州)有限公司   https://www.liepin.com/company/1640101/   \n",
       " 28                   中望软件   https://www.liepin.com/company/1070270/   \n",
       " 29               广州宝洁有限公司    https://www.liepin.com/company/873330/   \n",
       " 30             广州奥昆食品有限公司  https://www.liepin.com/company/13103111/   \n",
       " 31                   嘉为科技   https://www.liepin.com/company/8635284/   \n",
       " 32                   嘉为科技   https://www.liepin.com/company/8635284/   \n",
       " 33  广发证券股份有限公司广州环市东路证券营业部  https://www.liepin.com/company/13501215/   \n",
       " 34                     凡科   https://www.liepin.com/company/8565691/   \n",
       " 35                   合创汽车   https://www.liepin.com/company/9550328/   \n",
       " 36          嘉联支付有限公司广州分公司  https://www.liepin.com/company/12691289/   \n",
       " 37           广州视界行旅行社有限公司  https://www.liepin.com/company/12569735/   \n",
       " 38           广州视臻信息科技有限公司   https://www.liepin.com/company/9838667/   \n",
       " 39        广发证券股份有限公司广州分公司   https://www.liepin.com/company/9874217/   \n",
       " \n",
       "    comp.compScale comp.compStage  job.requireWorkYears job.requireEduLevel  \n",
       " 0      1000-2000人            NaN                   NaN                 NaN  \n",
       " 1      2000-5000人            已上市                   NaN                 NaN  \n",
       " 2     5000-10000人            已上市                   NaN                 NaN  \n",
       " 3     5000-10000人            已上市                   NaN                 NaN  \n",
       " 4          50-99人             A轮                   NaN                 NaN  \n",
       " 5      1000-2000人            NaN                   NaN                 NaN  \n",
       " 6      2000-5000人         沪深A股上市                   NaN                 NaN  \n",
       " 7      1000-2000人            NaN                   NaN                 NaN  \n",
       " 8        10000人以上         沪深A股上市                   NaN                 NaN  \n",
       " 9        10000人以上         沪深A股上市                   NaN                 NaN  \n",
       " 10       500-999人            NaN                   NaN                 NaN  \n",
       " 11          1-49人            NaN                   NaN                 NaN  \n",
       " 12     2000-5000人         沪深A股上市                   NaN                 NaN  \n",
       " 13         50-99人            NaN                   NaN                 NaN  \n",
       " 14       100-499人            NaN                   NaN                 NaN  \n",
       " 15       100-499人            NaN                   NaN                 NaN  \n",
       " 16       100-499人            NaN                   NaN                 NaN  \n",
       " 17     2000-5000人            NaN                   NaN                 NaN  \n",
       " 18       100-499人             其他                   NaN                 NaN  \n",
       " 19       100-499人             其他                   NaN                 NaN  \n",
       " 20       100-499人             其他                   NaN                 NaN  \n",
       " 21    5000-10000人         沪深A股上市                   NaN                 NaN  \n",
       " 22     2000-5000人           港股上市                   NaN                 NaN  \n",
       " 23       100-499人            NaN                   NaN                 NaN  \n",
       " 24       500-999人            NaN                   NaN                 NaN  \n",
       " 25       100-499人             D轮                   NaN                 NaN  \n",
       " 26          1-49人            NaN                   NaN                 NaN  \n",
       " 27     2000-5000人           港股上市                   NaN                 NaN  \n",
       " 28     1000-2000人          科创板上市                   NaN                 NaN  \n",
       " 29       10000人以上            NaN                  经验不限                统招本科  \n",
       " 30     1000-2000人            NaN                  经验不限                  大专  \n",
       " 31       500-999人             B轮                  经验不限                  硕士  \n",
       " 32       500-999人             B轮                  经验不限                统招本科  \n",
       " 33          1-49人          融资未公开                  经验不限                  本科  \n",
       " 34       500-999人          新三板上市                  一年以下                  本科  \n",
       " 35     1000-2000人            NaN                  经验不限                  本科  \n",
       " 36         50-99人            NaN                  经验不限                统招本科  \n",
       " 37          1-49人          融资未公开                  一年以下               中专/中技  \n",
       " 38    5000-10000人           战略投资                  经验不限                  本科  \n",
       " 39     2000-5000人           港股上市                  经验不限                统招本科  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams          comp.compName  \\\n",
       " 0   {\"jobId\":\"47544603\",\"jobKind\":\"6\",\"userId\":\"f1...                 泰邦生物集团   \n",
       " 1   {\"jobId\":\"57974857\",\"jobKind\":\"6\",\"userId\":\"25...                    广联达   \n",
       " 2   {\"jobId\":\"57191493\",\"jobKind\":\"6\",\"userId\":\"c8...                   广发证券   \n",
       " 3   {\"jobId\":\"57061851\",\"jobKind\":\"6\",\"userId\":\"c8...                   广发证券   \n",
       " 4   {\"jobId\":\"56924959\",\"jobKind\":\"6\",\"userId\":\"8d...           高勘(广州)技术有限公司   \n",
       " 5   {\"jobId\":\"56180361\",\"jobKind\":\"6\",\"userId\":\"d4...                广州银行信用卡   \n",
       " 6   {\"jobId\":\"52633137\",\"jobKind\":\"6\",\"userId\":\"55...                   汤臣倍健   \n",
       " 7   {\"jobId\":\"52175421\",\"jobKind\":\"6\",\"userId\":\"ec...        联通(广东)产业互联网有限公司   \n",
       " 8   {\"jobId\":\"52085797\",\"jobKind\":\"6\",\"userId\":\"39...               广电运通金融电子   \n",
       " 9   {\"jobId\":\"52085369\",\"jobKind\":\"6\",\"userId\":\"39...               广电运通金融电子   \n",
       " 10  {\"jobId\":\"51637219\",\"jobKind\":\"6\",\"userId\":\"ee...         广东南方数码科技股份有限公司   \n",
       " 11  {\"jobId\":\"44935111\",\"jobKind\":\"6\",\"userId\":\"ca...         广州一九一九网络科技有限公司   \n",
       " 12  {\"jobId\":\"43590821\",\"jobKind\":\"6\",\"userId\":\"55...                   汤臣倍健   \n",
       " 13  {\"jobId\":\"42835793\",\"jobKind\":\"6\",\"userId\":\"f5...                   广金征信   \n",
       " 14  {\"jobId\":\"23528191\",\"jobKind\":\"6\",\"userId\":\"42...          广州开发区人才交流服务中心   \n",
       " 15  {\"jobId\":\"23508203\",\"jobKind\":\"6\",\"userId\":\"42...          广州开发区人才交流服务中心   \n",
       " 16  {\"jobId\":\"23479325\",\"jobKind\":\"6\",\"userId\":\"42...          广州开发区人才交流服务中心   \n",
       " 17  {\"jobId\":\"518911\",\"jobKind\":\"7\",\"userId\":\"\",\"r...     中国联合网络通信有限公司广州市分公司   \n",
       " 18  {\"jobId\":\"57195307\",\"jobKind\":\"6\",\"userId\":\"98...                   茉莉传媒   \n",
       " 19  {\"jobId\":\"57193375\",\"jobKind\":\"6\",\"userId\":\"04...                   茉莉传媒   \n",
       " 20  {\"jobId\":\"57104845\",\"jobKind\":\"6\",\"userId\":\"04...                   茉莉传媒   \n",
       " 21  {\"jobId\":\"52653127\",\"jobKind\":\"6\",\"userId\":\"ed...                   润建股份   \n",
       " 22  {\"jobId\":\"52547239\",\"jobKind\":\"6\",\"userId\":\"aa...        广发证券股份有限公司广州分公司   \n",
       " 23  {\"jobId\":\"51957245\",\"jobKind\":\"6\",\"userId\":\"e6...                  城建设计院   \n",
       " 24  {\"jobId\":\"50868041\",\"jobKind\":\"6\",\"userId\":\"cb...           光宝科技(常州)有限公司   \n",
       " 25  {\"jobId\":\"529051\",\"jobKind\":\"7\",\"userId\":\"\",\"r...                   尚航科技   \n",
       " 26  {\"jobId\":\"44041325\",\"jobKind\":\"6\",\"userId\":\"cd...           广州数方网络科技有限公司   \n",
       " 27  {\"jobId\":\"52377455\",\"jobKind\":\"6\",\"userId\":\"bf...         友邦资讯科技(广州)有限公司   \n",
       " 28  {\"jobId\":\"57103675\",\"jobKind\":\"6\",\"userId\":\"ad...                   中望软件   \n",
       " 29  {\"jobId\":\"57001973\",\"jobKind\":\"2\",\"userId\":\"f7...               广州宝洁有限公司   \n",
       " 30  {\"jobId\":\"57448565\",\"jobKind\":\"2\",\"userId\":\"5f...             广州奥昆食品有限公司   \n",
       " 31  {\"jobId\":\"55079225\",\"jobKind\":\"2\",\"userId\":\"51...                   嘉为科技   \n",
       " 32  {\"jobId\":\"55322015\",\"jobKind\":\"2\",\"userId\":\"51...                   嘉为科技   \n",
       " 33  {\"jobId\":\"57678719\",\"jobKind\":\"2\",\"userId\":\"22...  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  {\"jobId\":\"57723309\",\"jobKind\":\"2\",\"userId\":\"00...                     凡科   \n",
       " 35  {\"jobId\":\"40364923\",\"jobKind\":\"2\",\"userId\":\"4c...                   合创汽车   \n",
       " 36  {\"jobId\":\"38193153\",\"jobKind\":\"2\",\"userId\":\"91...          嘉联支付有限公司广州分公司   \n",
       " 37  {\"jobId\":\"36091987\",\"jobKind\":\"2\",\"userId\":\"b4...           广州视界行旅行社有限公司   \n",
       " 38  {\"jobId\":\"31738901\",\"jobKind\":\"2\",\"userId\":\"e2...           广州视臻信息科技有限公司   \n",
       " 39  {\"jobId\":\"39588227\",\"jobKind\":\"2\",\"userId\":\"7c...        广发证券股份有限公司广州分公司   \n",
       " \n",
       "     comp.compId comp.compScale                    comp.compLogo  \\\n",
       " 0       9803471     1000-2000人  5da02d450c1585184590d96f08u.png   \n",
       " 1        693385     2000-5000人  5bfe954674719dc6ed7416af03a.png   \n",
       " 2       1421537    5000-10000人  5bfea33774719d2aa34c7eb903a.png   \n",
       " 3       1421537    5000-10000人  5bfea33774719d2aa34c7eb903a.png   \n",
       " 4      12753371         50-99人  61aeb56ca53a6d21af3c33ed04u.png   \n",
       " 5       8866590     1000-2000人  5bfe9c1a74719df0ac9a25de03a.png   \n",
       " 6       8080810     2000-5000人  5ec39993f2540204574caa5008u.jpg   \n",
       " 7       9095103     1000-2000人  6030a6c1701c060c94ace27002u.png   \n",
       " 8       8547388       10000人以上  6242b195ca47ff43908033f907u.png   \n",
       " 9       8547388       10000人以上  6242b195ca47ff43908033f907u.png   \n",
       " 10      8967569       500-999人  5bfffaba74719da073f0e13e03u.png   \n",
       " 11     12998701          1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       " 12      8080810     2000-5000人  5ec39993f2540204574caa5008u.jpg   \n",
       " 13     12447389         50-99人  61c1924e642c8c0bf718876205u.png   \n",
       " 14      8933926       100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 15      8933926       100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 16      8933926       100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 17      9370318     2000-5000人  620dea10dd77d50cb82e806105u.png   \n",
       " 18      9608440       100-499人  5b3d6f5b8e508f32d960ed2604a.jpg   \n",
       " 19      9608440       100-499人  5b3d6f5b8e508f32d960ed2604a.jpg   \n",
       " 20      9608440       100-499人  5b3d6f5b8e508f32d960ed2604a.jpg   \n",
       " 21      7863327    5000-10000人  5cc116c89fae687d43343d7308u.png   \n",
       " 22      9874217     2000-5000人  60ab7b474005a2070875f99702u.png   \n",
       " 23      9961079       100-499人  5f5dcedbea60860b751dde8904u.png   \n",
       " 24      1147021       500-999人  5bfe964e74719df0ac98ff4d03a.png   \n",
       " 25      8774355       100-499人  5bfffb3674719da073f123fc03u.png   \n",
       " 26     12244247          1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       " 27      1640101     2000-5000人  5ae1750c8e50ff6eb70569ad05a.jpg   \n",
       " 28      1070270     1000-2000人  608929f85e8a1c32e33be8c504u.png   \n",
       " 29       873330       10000人以上  54d1e9c6712e7147fd813b3801a.png   \n",
       " 30     13103111     1000-2000人  61b07937d0458d53c627567e02u.jpg   \n",
       " 31      8635284       500-999人  63b4d9f0a0380858a9711da306u.png   \n",
       " 32      8635284       500-999人  63b4d9f0a0380858a9711da306u.png   \n",
       " 33     13501215          1-49人  6244a928327ecf47c9370ace01u.jpg   \n",
       " 34      8565691       500-999人  5f0e8273639c8353866faf6d01u.png   \n",
       " 35      9550328     1000-2000人  5d00cd29501544662c97ebe001u.jpg   \n",
       " 36     12691289         50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       " 37     12569735          1-49人  603470aab9834220c1e1405904u.jpg   \n",
       " 38      9838667    5000-10000人  61b07937d0458d53c627567e02u.jpg   \n",
       " 39      9874217     2000-5000人  60ab7b474005a2070875f99702u.png   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0                 制药   https://www.liepin.com/company/9803471/   \n",
       " 1                互联网    https://www.liepin.com/company/693385/   \n",
       " 2           基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       " 3           基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       " 4               通信设备  https://www.liepin.com/company/12753371/   \n",
       " 5                 银行   https://www.liepin.com/company/8866590/   \n",
       " 6           食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       " 7                互联网   https://www.liepin.com/company/9095103/   \n",
       " 8              计算机软件   https://www.liepin.com/company/8547388/   \n",
       " 9              计算机软件   https://www.liepin.com/company/8547388/   \n",
       " 10             计算机软件   https://www.liepin.com/company/8967569/   \n",
       " 11               互联网  https://www.liepin.com/company/12998701/   \n",
       " 12          食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       " 13            专业技术服务  https://www.liepin.com/company/12447389/   \n",
       " 14              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 15              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 16              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 17              通信设备   https://www.liepin.com/company/9370318/   \n",
       " 18               互联网   https://www.liepin.com/company/9608440/   \n",
       " 19               互联网   https://www.liepin.com/company/9608440/   \n",
       " 20               互联网   https://www.liepin.com/company/9608440/   \n",
       " 21              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 22          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       " 23           建筑/工程设计   https://www.liepin.com/company/9961079/   \n",
       " 24       电子/半导体/集成电路   https://www.liepin.com/company/1147021/   \n",
       " 25               互联网   https://www.liepin.com/company/8774355/   \n",
       " 26              培训服务  https://www.liepin.com/company/12244247/   \n",
       " 27             计算机软件   https://www.liepin.com/company/1640101/   \n",
       " 28             计算机软件   https://www.liepin.com/company/1070270/   \n",
       " 29                日化    https://www.liepin.com/company/873330/   \n",
       " 30          食品/饮料/酒水  https://www.liepin.com/company/13103111/   \n",
       " 31              IT服务   https://www.liepin.com/company/8635284/   \n",
       " 32              IT服务   https://www.liepin.com/company/8635284/   \n",
       " 33          基金/证券/期货  https://www.liepin.com/company/13501215/   \n",
       " 34               互联网   https://www.liepin.com/company/8565691/   \n",
       " 35              整车制造   https://www.liepin.com/company/9550328/   \n",
       " 36              科技金融  https://www.liepin.com/company/12691289/   \n",
       " 37             酒店/民宿  https://www.liepin.com/company/12569735/   \n",
       " 38             计算机软件   https://www.liepin.com/company/9838667/   \n",
       " 39          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  ...  \\\n",
       " 0                                                [本科]                  ...   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]                  ...   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]                  ...   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]                  ...   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]                  ...   \n",
       " 5                                                [本科]                  ...   \n",
       " 6                                     [本科, IT类, 系统开发]                  ...   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...                  ...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]                  ...   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]                  ...   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]                  ...   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]                  ...   \n",
       " 12                                               [本科]                  ...   \n",
       " 13                                   [本科, 产品设计, 用户研究]                  ...   \n",
       " 14                                             [学历不限]                  ...   \n",
       " 15                                             [学历不限]                  ...   \n",
       " 16                                             [学历不限]                  ...   \n",
       " 17                                                 []             NaN  ...   \n",
       " 18                                               [本科]                  ...   \n",
       " 19                                               [本科]                  ...   \n",
       " 20                                               [本科]                  ...   \n",
       " 21                                               [本科]                  ...   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...                  ...   \n",
       " 23                                               [硕士]                  ...   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]                  ...   \n",
       " 25                                                 []             NaN  ...   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]                  ...   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]                  ...   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]                  ...   \n",
       " 29                                  [to C, 电子商务, 消费品]                  ...   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...                  ...   \n",
       " 31                                             [to B]                  ...   \n",
       " 32                                             [to B]                  ...   \n",
       " 33                                              [证券类]                  ...   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...                  ...   \n",
       " 35                                                 []                  ...   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]                  ...   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]                  ...   \n",
       " 38                                                 []                  ...   \n",
       " 39                                             [金融产品]                  ...   \n",
       " \n",
       "                recruiter.recruiterId  recruiter.chatted  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0              False   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c              False   \n",
       " 2   c8b040414c97595a274a08c89b7442b4              False   \n",
       " 3   c8b040414c97595a274a08c89b7442b4              False   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c              False   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb              False   \n",
       " 6   5553774e1dfc4bd94e578f26109225be              False   \n",
       " 7   ec9218078fe56078643873581a669533              False   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac              False   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac              False   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7              False   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a              False   \n",
       " 12  5553774e1dfc4bd94e578f26109225be              False   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf              False   \n",
       " 14  42c777d33249035ee908c636be4572e2              False   \n",
       " 15  42c777d33249035ee908c636be4572e2              False   \n",
       " 16  42c777d33249035ee908c636be4572e2              False   \n",
       " 17                                                False   \n",
       " 18  981b13258990cc6d436fdf375830a447              False   \n",
       " 19  04d86436f78ae4e742d54e61ba569318              False   \n",
       " 20  04d86436f78ae4e742d54e61ba569318              False   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7              False   \n",
       " 22  aa5178a66d1486a14b91c95b97d12f77              False   \n",
       " 23  e6ae796d51b328b7cfb55cf8ac07e869              False   \n",
       " 24  cb6716a4c26311016b851aaea7b26730              False   \n",
       " 25                                                False   \n",
       " 26  cd7ad3180b3da658793aa6e6534d8619              False   \n",
       " 27  bf310ace2505d3415de3d46cd3d7dbb8              False   \n",
       " 28  ad10b2b5c605f4bfdf6a15188c0e6c29              False   \n",
       " 29  f7de5de3cbf7fd89b9bfda7f445931e2              False   \n",
       " 30  5f7637977411b86467332ec93bce4deb              False   \n",
       " 31  5101bdeab7487e5c1d0a1fdec36fba93              False   \n",
       " 32  5101bdeab7487e5c1d0a1fdec36fba93              False   \n",
       " 33  221a63b5ccc754dccedc73674aa09304              False   \n",
       " 34  00a147b384567427fd08789b64b2ab78              False   \n",
       " 35  4c1479d6012e7b86caa970d322aac25f              False   \n",
       " 36  913622d8dc81eb0e78ae6c25a4ad1833              False   \n",
       " 37  b4e202c249d928a12ab21b867543c76b              False   \n",
       " 38  e2c8dc64bf6351839e99cda7b2bf580a              False   \n",
       " 39  7ca01ec408ef1d30ae8e48b4e676e58b              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      胡先生                     招聘主管   \n",
       " 1                      张先生                  招聘经理/主管   \n",
       " 2                      饶先生                     招聘经理   \n",
       " 3                      饶先生                     招聘经理   \n",
       " 4                      陈女士                            \n",
       " 5                      吴女士                            \n",
       " 6                      田先生           人力资源招聘HRBP绩效经理   \n",
       " 7                      李先生                人力资源经理/主管   \n",
       " 8                      张女士                     招聘主管   \n",
       " 9                      张女士                     招聘主管   \n",
       " 10                     周女士                     猎头顾问   \n",
       " 11                     李先生                     人力经理   \n",
       " 12                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 13                     梁先生                       HR   \n",
       " 14                     李女士                     工作人员   \n",
       " 15                     李女士                     工作人员   \n",
       " 16                     李女士                     工作人员   \n",
       " 17                    校园招聘                     校招HR   \n",
       " 18                     廖女士                            \n",
       " 19                     杨女士                     招聘主管   \n",
       " 20                     杨女士                     招聘主管   \n",
       " 21                     黎先生                     招聘主管   \n",
       " 22                     汤先生                            \n",
       " 23                     李先生                     招聘主管   \n",
       " 24                     赵女士                            \n",
       " 25                    校园招聘                     校招HR   \n",
       " 26                     王先生                      合伙人   \n",
       " 27                     郑女士                     HRBP   \n",
       " 28                     张女士                            \n",
       " 29                     冯先生                Recruiter   \n",
       " 30                     巢女士                       HR   \n",
       " 31                     黎先生                       HR   \n",
       " 32                     黎先生                       HR   \n",
       " 33                     张女士                     营销后勤   \n",
       " 34                     潘女士                     招聘经理   \n",
       " 35                     覃女士                    信息化总监   \n",
       " 36                     陈女士                       HR   \n",
       " 37                     李先生                     运营总监   \n",
       " 38                     黄先生                     产品助理   \n",
       " 39                     纪女士                            \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 1   4424dbbb847efb7bd9f9b108068c7fc3                    2   \n",
       " 2   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 3   80b8e48c629e0b0704612e645251413c                    2   \n",
       " 4   3338a96140162a1413f41eedf071201e                    2   \n",
       " 5   2000a795a9a6a86dad8732728d6065d6                    2   \n",
       " 6   3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7   ee8ece450dc970726dadb487287a091a                    2   \n",
       " 8   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 9   df21e7893077a58b576c9077e768cf3d                    2   \n",
       " 10  7eabd8b3042658d7ef38cb0ce6f46cd7                    2   \n",
       " 11  65866dcb30e2941a81aa296c287c375a                    2   \n",
       " 12  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 13  7143e556d3295235e030375514342674                    2   \n",
       " 14  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 15  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 16  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 17                               NaN                  NaN   \n",
       " 18  e45395410508ae97cd74bb959a88946e                    2   \n",
       " 19  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 20  4ed3d1cebc9244a68d1ff84e0a6c6898                    2   \n",
       " 21  beff7093463e459a613348042573671f                    2   \n",
       " 22  8d99c684336f6a8a78efc05f67c8e059                    2   \n",
       " 23  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 24  21a13ffda91f2be2894648012f776b17                    2   \n",
       " 25                               NaN                  NaN   \n",
       " 26  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       " 27  a0c76e691dcb4fc51a8f292380bb6cab                    2   \n",
       " 28  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 29  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 30  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       " 31  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 32  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 33  5db5e3b62255ab0ad13849bb1c3ef75a                    2   \n",
       " 34  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 35  a52981d937e43ae4351ff05530f680dd                    2   \n",
       " 36  d0ae3dde372a86174383db9bf147ecbd                    2   \n",
       " 37  84d19e79d4adc2a504612e645251413c                    2   \n",
       " 38  f07475d7118ceba61b4fb320fc878e26                    2   \n",
       " 39  dfd87038bcffad82351ff05530f680dd                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compStage  job.requireEduLevel  \\\n",
       " 0   5f8f986c79c7cc70efbf36c808u.jpg            NaN                  NaN   \n",
       " 1   5f8f9868f6d1ab58476f24a008u.jpg            已上市                  NaN   \n",
       " 2   5f8f986c79c7cc70efbf36c808u.jpg            已上市                  NaN   \n",
       " 3   5f8f986c79c7cc70efbf36c808u.jpg            已上市                  NaN   \n",
       " 4   5f8f98648dbe6273dcf8515508u.jpg             A轮                  NaN   \n",
       " 5   5f8f98648dbe6273dcf8515508u.jpg            NaN                  NaN   \n",
       " 6   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市                  NaN   \n",
       " 7   5f8f986aea60860b75384fab08u.jpg            NaN                  NaN   \n",
       " 8   5f8f986779c7cc70efbf36c008u.jpg         沪深A股上市                  NaN   \n",
       " 9   5f8f986779c7cc70efbf36c008u.jpg         沪深A股上市                  NaN   \n",
       " 10  5f8f986779c7cc70efbf36c008u.jpg            NaN                  NaN   \n",
       " 11  5f8f98698dbe6273dcf8516008u.jpg            NaN                  NaN   \n",
       " 12  5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市                  NaN   \n",
       " 13  60ddc4dbdc1dd861d761c42805u.png            NaN                  NaN   \n",
       " 14  5f8f9866dfb13a7dee342f1808u.jpg            NaN                  NaN   \n",
       " 15  5f8f9866dfb13a7dee342f1808u.jpg            NaN                  NaN   \n",
       " 16  5f8f9866dfb13a7dee342f1808u.jpg            NaN                  NaN   \n",
       " 17  5ca48f59509919fa0ea17f1f07u.png            NaN                  NaN   \n",
       " 18  5f8f9865ea60860b75384fa508u.jpg             其他                  NaN   \n",
       " 19  5f8f9865ea60860b75384fa508u.jpg             其他                  NaN   \n",
       " 20  5f8f9865ea60860b75384fa508u.jpg             其他                  NaN   \n",
       " 21  5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市                  NaN   \n",
       " 22  5f8f986bdfb13a7dee342f2108u.jpg           港股上市                  NaN   \n",
       " 23  5f8f9868f6d1ab58476f24a008u.jpg            NaN                  NaN   \n",
       " 24  5f8f98648dbe6273dcf8515508u.jpg            NaN                  NaN   \n",
       " 25  5ca48f59509919fa0ea17f1f07u.png             D轮                  NaN   \n",
       " 26  5f8f986c79c7cc70efbf36c808u.jpg            NaN                  NaN   \n",
       " 27  61d6ce21b10cc11ae96008f502u.png           港股上市                  NaN   \n",
       " 28  5f8f9866dfb13a7dee342f1808u.jpg          科创板上市                  NaN   \n",
       " 29  63a9534728c57209b0f4aa0505u.png            NaN                 统招本科   \n",
       " 30  5f8f9866dfb13a7dee342f1808u.jpg            NaN                   大专   \n",
       " 31  5f8f986bdfb13a7dee342f2108u.jpg             B轮                   硕士   \n",
       " 32  5f8f986bdfb13a7dee342f2108u.jpg             B轮                 统招本科   \n",
       " 33  5f8f9863f6d1ab58476f246a08u.jpg          融资未公开                   本科   \n",
       " 34  5f8f98648dbe6273dcf8515508u.jpg          新三板上市                   本科   \n",
       " 35  5f8f9866dfb13a7dee342f1808u.jpg            NaN                   本科   \n",
       " 36  5f8f986779c7cc70efbf36c008u.jpg            NaN                 统招本科   \n",
       " 37  603486248f5866739fffda8207u.png          融资未公开                中专/中技   \n",
       " 38  5f8f986bdfb13a7dee342f2108u.jpg           战略投资                   本科   \n",
       " 39  5f8f9866dfb13a7dee342f1808u.jpg           港股上市                 统招本科   \n",
       " \n",
       "    job.requireWorkYears  \n",
       " 0                   NaN  \n",
       " 1                   NaN  \n",
       " 2                   NaN  \n",
       " 3                   NaN  \n",
       " 4                   NaN  \n",
       " 5                   NaN  \n",
       " 6                   NaN  \n",
       " 7                   NaN  \n",
       " 8                   NaN  \n",
       " 9                   NaN  \n",
       " 10                  NaN  \n",
       " 11                  NaN  \n",
       " 12                  NaN  \n",
       " 13                  NaN  \n",
       " 14                  NaN  \n",
       " 15                  NaN  \n",
       " 16                  NaN  \n",
       " 17                  NaN  \n",
       " 18                  NaN  \n",
       " 19                  NaN  \n",
       " 20                  NaN  \n",
       " 21                  NaN  \n",
       " 22                  NaN  \n",
       " 23                  NaN  \n",
       " 24                  NaN  \n",
       " 25                  NaN  \n",
       " 26                  NaN  \n",
       " 27                  NaN  \n",
       " 28                  NaN  \n",
       " 29                 经验不限  \n",
       " 30                 经验不限  \n",
       " 31                 经验不限  \n",
       " 32                 经验不限  \n",
       " 33                 经验不限  \n",
       " 34                 一年以下  \n",
       " 35                 经验不限  \n",
       " 36                 经验不限  \n",
       " 37                 一年以下  \n",
       " 38                 经验不限  \n",
       " 39                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"胡先生\",\"imId\":\"24464779696ae1f...   \n",
       " 1   {\"recruiterName\":\"张先生\",\"imId\":\"4424dbbb847efb7...   \n",
       " 2   {\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0...   \n",
       " 3   {\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0...   \n",
       " 4   {\"recruiterName\":\"陈女士\",\"imId\":\"3338a96140162a1...   \n",
       " 5   {\"recruiterName\":\"吴女士\",\"imId\":\"2000a795a9a6a86...   \n",
       " 6   {\"recruiterName\":\"田先生\",\"imId\":\"3d916811f6aedd6...   \n",
       " 7   {\"recruiterName\":\"李先生\",\"imId\":\"ee8ece450dc9707...   \n",
       " 8   {\"recruiterName\":\"张女士\",\"imId\":\"df21e7893077a58...   \n",
       " 9   {\"recruiterName\":\"张女士\",\"imId\":\"df21e7893077a58...   \n",
       " 10  {\"recruiterName\":\"周女士\",\"imId\":\"7eabd8b3042658d...   \n",
       " 11  {\"recruiterName\":\"李先生\",\"imId\":\"65866dcb30e2941...   \n",
       " 12  {\"recruiterName\":\"田先生\",\"imId\":\"3d916811f6aedd6...   \n",
       " 13  {\"recruiterName\":\"梁先生\",\"imId\":\"7143e556d329523...   \n",
       " 14  {\"recruiterName\":\"李女士\",\"imId\":\"46a2dc0dbdb73e3...   \n",
       " 15  {\"recruiterName\":\"李女士\",\"imId\":\"46a2dc0dbdb73e3...   \n",
       " 16  {\"recruiterName\":\"李女士\",\"imId\":\"46a2dc0dbdb73e3...   \n",
       " 17  {\"recruiterName\":\"校园招聘\",\"jobKind\":\"7\",\"jobId\":...   \n",
       " 18  {\"recruiterName\":\"廖女士\",\"imId\":\"e45395410508ae9...   \n",
       " 19  {\"recruiterName\":\"杨女士\",\"imId\":\"4ed3d1cebc9244a...   \n",
       " 20  {\"recruiterName\":\"杨女士\",\"imId\":\"4ed3d1cebc9244a...   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"imId\":\"beff7093463e459...   \n",
       " 22  {\"recruiterName\":\"汤先生\",\"imId\":\"8d99c684336f6a8...   \n",
       " 23  {\"recruiterName\":\"李先生\",\"imId\":\"27889d000b04e38...   \n",
       " 24  {\"recruiterName\":\"赵女士\",\"imId\":\"21a13ffda91f2be...   \n",
       " 25  {\"recruiterName\":\"校园招聘\",\"jobKind\":\"7\",\"jobId\":...   \n",
       " 26  {\"recruiterName\":\"王先生\",\"imId\":\"5f3473079fe7d90...   \n",
       " 27  {\"recruiterName\":\"郑女士\",\"imId\":\"a0c76e691dcb4fc...   \n",
       " 28  {\"recruiterName\":\"张女士\",\"imId\":\"92de957c4885043...   \n",
       " 29  {\"recruiterName\":\"冯先生\",\"imId\":\"fadfc2ceb1f0029...   \n",
       " 30  {\"recruiterName\":\"巢女士\",\"imId\":\"6ab9ed693b6c1c9...   \n",
       " 31  {\"recruiterName\":\"黎先生\",\"imId\":\"c819e8883726ef7...   \n",
       " 32  {\"recruiterName\":\"黎先生\",\"imId\":\"c819e8883726ef7...   \n",
       " 33  {\"recruiterName\":\"张女士\",\"imId\":\"5db5e3b62255ab0...   \n",
       " 34  {\"recruiterName\":\"潘女士\",\"imId\":\"d5b785128e48827...   \n",
       " 35  {\"recruiterName\":\"覃女士\",\"imId\":\"a52981d937e43ae...   \n",
       " 36  {\"recruiterName\":\"陈女士\",\"imId\":\"d0ae3dde372a861...   \n",
       " 37  {\"recruiterName\":\"李先生\",\"imId\":\"84d19e79d4adc2a...   \n",
       " 38  {\"recruiterName\":\"黄先生\",\"imId\":\"f07475d7118ceba...   \n",
       " 39  {\"recruiterName\":\"纪女士\",\"imId\":\"dfd87038bcffad8...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 5   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 6   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 7   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 8   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 9   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 10  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 11  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 12  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 13  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 14  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 15  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 16  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 17  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 18  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 19  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 20  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 21  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 22  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 23  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 24  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 25  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 26  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 27  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 28  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 29  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 30  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 31  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 32  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 33  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 34  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 35  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 36  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 37  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 38  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 39  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  \\\n",
       " 0                                                [本科]                   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]                   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]                   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]                   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]                   \n",
       " 5                                                [本科]                   \n",
       " 6                                     [本科, IT类, 系统开发]                   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...                   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]                   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]                   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]                   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]                   \n",
       " 12                                               [本科]                   \n",
       " 13                                   [本科, 产品设计, 用户研究]                   \n",
       " 14                                             [学历不限]                   \n",
       " 15                                             [学历不限]                   \n",
       " 16                                             [学历不限]                   \n",
       " 17                                                 []             NaN   \n",
       " 18                                               [本科]                   \n",
       " 19                                               [本科]                   \n",
       " 20                                               [本科]                   \n",
       " 21                                               [本科]                   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...                   \n",
       " 23                                               [硕士]                   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]                   \n",
       " 25                                                 []             NaN   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]                   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]                   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]                   \n",
       " 29                                  [to C, 电子商务, 消费品]                   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...                   \n",
       " 31                                             [to B]                   \n",
       " 32                                             [to B]                   \n",
       " 33                                              [证券类]                   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...                   \n",
       " 35                                                 []                   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]                   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]                   \n",
       " 38                                                 []                   \n",
       " 39                                             [金融产品]                   \n",
       " \n",
       "    job.h5OuterLink                   job.title  job.salary  job.dq  \\\n",
       " 0                           2022校招-营销中心-产品经理助理       8-10k  广州-番禺区   \n",
       " 1                     2023届提前批-产品经理 (MJ012344)  15-25k·15薪  广州-越秀区   \n",
       " 2                                   人力资源数据产品经理  19-20k·18薪  广州-天河区   \n",
       " 3                                  互联网学习平台产品经理      19-25k      广州   \n",
       " 4                                      光器件产品经理  15-20k·14薪  广州-黄埔区   \n",
       " 5                                  【校招】信用卡产品经理  10-13k·14薪  广州-天河区   \n",
       " 6                                      产品经理培训生       7-11k  广州-黄埔区   \n",
       " 7                                     产品经理（校招）   9-18k·18薪      广州   \n",
       " 8                   2023届-大数据平台产品经理 (MJ001161)      10-23k  广州-黄埔区   \n",
       " 9                        2023届-产品经理 (MJ001163)      10-20k  广州-黄埔区   \n",
       " 10                               产品经理（2023届校招）       7-13k  广州-天河区   \n",
       " 11                                        产品经理      20-30k      广州   \n",
       " 12                                产品经理(J11023)       7-10k  广州-黄埔区   \n",
       " 13                                        产品经理      12-25k      广州   \n",
       " 14                              广电运通-产品经理（应届生）       6-15k      广州   \n",
       " 15                            基准医疗-助理产品经理（应届生）       7-11k      广州   \n",
       " 16                              中科开创-产品经理(应届生）       5-15k      广州   \n",
       " 17             NaN                      行业产品经理          面议      广州   \n",
       " 18                                    直播运营（PM）        6-8k  广州-越秀区   \n",
       " 19                            直播运营（PM）(J10125)        6-8k      广州   \n",
       " 20                             直播运营（PM） J10125        5-8k      广州   \n",
       " 21                                        产品经理        4-5k  广州-海珠区   \n",
       " 22                              金融产品经理（番禺万博二路）        4-8k  广州-番禺区   \n",
       " 23                                 BIM产品经理【校招】       9-12k  广州-天河区   \n",
       " 24                                        专案PM    6-8k·13薪  广州-黄埔区   \n",
       " 25             NaN                    产品经理（管培）      10-17k  广州-黄埔区   \n",
       " 26                                        产品经理      300元/天  广州-黄埔区   \n",
       " 27                                   IT产品经理实习生  150-200元/天  广州-越秀区   \n",
       " 28                                     产品经理实习生  150-250元/天  广州-天河区   \n",
       " 29                                    eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       " 30                         产品经理（高级产品经理&资深产品经理）       9-20k  广州-南沙区   \n",
       " 31                                    （储备）产品经理      13-16k  广州-天河区   \n",
       " 32                          （储备）产品经理--20-22届本科      10-14k  广州-天河区   \n",
       " 33                                      金融产品经理       5-10k  广州-越秀区   \n",
       " 34                              产品经理（凡科商城SaaS）       8-11k  广州-海珠区   \n",
       " 35                                       车产品经理      15-30k  广州-南沙区   \n",
       " 36                                   储备干部—产品经理        2-3k  广州-天河区   \n",
       " 37                                    酒店签约产品经理       6-11k      广州   \n",
       " 38                                        产品经理      15-30k  广州-黄埔区   \n",
       " 39                                      金融产品经理       5-10k      广州   \n",
       " \n",
       "     job.topJob job.jobKind  ...         recruiter.recruiterPhoto  \\\n",
       " 0        False           6  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1        False           6  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2        False           6  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3        False           6  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4        False           6  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5        False           6  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6        False           6  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7        False           6  ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8        False           6  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9        False           6  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10       False           6  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11       False           6  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12       False           6  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13       False           6  ...  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14       False           6  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15       False           6  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16       False           6  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17       False           7  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18       False           6  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19       False           6  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20       False           6  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21       False           6  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22       False           6  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23       False           6  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24       False           6  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25       False           7  ...  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26       False           6  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27       False           6  ...  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28       False           6  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29       False           2  ...  63a9534728c57209b0f4aa0505u.png   \n",
       " 30       False           2  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31       False           2  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32       False           2  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33       False           2  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34       False           2  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35       False           2  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36       False           2  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37       False           2  ...  603486248f5866739fffda8207u.png   \n",
       " 38       False           2  ...  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39       False           2  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "    comp.compIndustry                    comp.compLogo          comp.compName  \\\n",
       " 0                 制药  5da02d450c1585184590d96f08u.png                 泰邦生物集团   \n",
       " 1                互联网  5bfe954674719dc6ed7416af03a.png                    广联达   \n",
       " 2           基金/证券/期货  5bfea33774719d2aa34c7eb903a.png                   广发证券   \n",
       " 3           基金/证券/期货  5bfea33774719d2aa34c7eb903a.png                   广发证券   \n",
       " 4               通信设备  61aeb56ca53a6d21af3c33ed04u.png           高勘(广州)技术有限公司   \n",
       " 5                 银行  5bfe9c1a74719df0ac9a25de03a.png                广州银行信用卡   \n",
       " 6           食品/饮料/酒水  5ec39993f2540204574caa5008u.jpg                   汤臣倍健   \n",
       " 7                互联网  6030a6c1701c060c94ace27002u.png        联通(广东)产业互联网有限公司   \n",
       " 8              计算机软件  6242b195ca47ff43908033f907u.png               广电运通金融电子   \n",
       " 9              计算机软件  6242b195ca47ff43908033f907u.png               广电运通金融电子   \n",
       " 10             计算机软件  5bfffaba74719da073f0e13e03u.png         广东南方数码科技股份有限公司   \n",
       " 11               互联网  61b07937d0458d53c627567e02u.jpg         广州一九一九网络科技有限公司   \n",
       " 12          食品/饮料/酒水  5ec39993f2540204574caa5008u.jpg                   汤臣倍健   \n",
       " 13            专业技术服务  61c1924e642c8c0bf718876205u.png                   广金征信   \n",
       " 14              其他行业  61b07937d0458d53c627567e02u.jpg          广州开发区人才交流服务中心   \n",
       " 15              其他行业  61b07937d0458d53c627567e02u.jpg          广州开发区人才交流服务中心   \n",
       " 16              其他行业  61b07937d0458d53c627567e02u.jpg          广州开发区人才交流服务中心   \n",
       " 17              通信设备  620dea10dd77d50cb82e806105u.png     中国联合网络通信有限公司广州市分公司   \n",
       " 18               互联网  5b3d6f5b8e508f32d960ed2604a.jpg                   茉莉传媒   \n",
       " 19               互联网  5b3d6f5b8e508f32d960ed2604a.jpg                   茉莉传媒   \n",
       " 20               互联网  5b3d6f5b8e508f32d960ed2604a.jpg                   茉莉传媒   \n",
       " 21              通信设备  5cc116c89fae687d43343d7308u.png                   润建股份   \n",
       " 22          基金/证券/期货  60ab7b474005a2070875f99702u.png        广发证券股份有限公司广州分公司   \n",
       " 23           建筑/工程设计  5f5dcedbea60860b751dde8904u.png                  城建设计院   \n",
       " 24       电子/半导体/集成电路  5bfe964e74719df0ac98ff4d03a.png           光宝科技(常州)有限公司   \n",
       " 25               互联网  5bfffb3674719da073f123fc03u.png                   尚航科技   \n",
       " 26              培训服务  61b07937d0458d53c627567e02u.jpg           广州数方网络科技有限公司   \n",
       " 27             计算机软件  5ae1750c8e50ff6eb70569ad05a.jpg         友邦资讯科技(广州)有限公司   \n",
       " 28             计算机软件  608929f85e8a1c32e33be8c504u.png                   中望软件   \n",
       " 29                日化  54d1e9c6712e7147fd813b3801a.png               广州宝洁有限公司   \n",
       " 30          食品/饮料/酒水  61b07937d0458d53c627567e02u.jpg             广州奥昆食品有限公司   \n",
       " 31              IT服务  63b4d9f0a0380858a9711da306u.png                   嘉为科技   \n",
       " 32              IT服务  63b4d9f0a0380858a9711da306u.png                   嘉为科技   \n",
       " 33          基金/证券/期货  6244a928327ecf47c9370ace01u.jpg  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34               互联网  5f0e8273639c8353866faf6d01u.png                     凡科   \n",
       " 35              整车制造  5d00cd29501544662c97ebe001u.jpg                   合创汽车   \n",
       " 36              科技金融  61b07937d0458d53c627567e02u.jpg          嘉联支付有限公司广州分公司   \n",
       " 37             酒店/民宿  603470aab9834220c1e1405904u.jpg           广州视界行旅行社有限公司   \n",
       " 38             计算机软件  61b07937d0458d53c627567e02u.jpg           广州视臻信息科技有限公司   \n",
       " 39          基金/证券/期货  60ab7b474005a2070875f99702u.png        广发证券股份有限公司广州分公司   \n",
       " \n",
       "    comp.compId comp.compScale                                 comp.link  \\\n",
       " 0      9803471     1000-2000人   https://www.liepin.com/company/9803471/   \n",
       " 1       693385     2000-5000人    https://www.liepin.com/company/693385/   \n",
       " 2      1421537    5000-10000人   https://www.liepin.com/company/1421537/   \n",
       " 3      1421537    5000-10000人   https://www.liepin.com/company/1421537/   \n",
       " 4     12753371         50-99人  https://www.liepin.com/company/12753371/   \n",
       " 5      8866590     1000-2000人   https://www.liepin.com/company/8866590/   \n",
       " 6      8080810     2000-5000人   https://www.liepin.com/company/8080810/   \n",
       " 7      9095103     1000-2000人   https://www.liepin.com/company/9095103/   \n",
       " 8      8547388       10000人以上   https://www.liepin.com/company/8547388/   \n",
       " 9      8547388       10000人以上   https://www.liepin.com/company/8547388/   \n",
       " 10     8967569       500-999人   https://www.liepin.com/company/8967569/   \n",
       " 11    12998701          1-49人  https://www.liepin.com/company/12998701/   \n",
       " 12     8080810     2000-5000人   https://www.liepin.com/company/8080810/   \n",
       " 13    12447389         50-99人  https://www.liepin.com/company/12447389/   \n",
       " 14     8933926       100-499人   https://www.liepin.com/company/8933926/   \n",
       " 15     8933926       100-499人   https://www.liepin.com/company/8933926/   \n",
       " 16     8933926       100-499人   https://www.liepin.com/company/8933926/   \n",
       " 17     9370318     2000-5000人   https://www.liepin.com/company/9370318/   \n",
       " 18     9608440       100-499人   https://www.liepin.com/company/9608440/   \n",
       " 19     9608440       100-499人   https://www.liepin.com/company/9608440/   \n",
       " 20     9608440       100-499人   https://www.liepin.com/company/9608440/   \n",
       " 21     7863327    5000-10000人   https://www.liepin.com/company/7863327/   \n",
       " 22     9874217     2000-5000人   https://www.liepin.com/company/9874217/   \n",
       " 23     9961079       100-499人   https://www.liepin.com/company/9961079/   \n",
       " 24     1147021       500-999人   https://www.liepin.com/company/1147021/   \n",
       " 25     8774355       100-499人   https://www.liepin.com/company/8774355/   \n",
       " 26    12244247          1-49人  https://www.liepin.com/company/12244247/   \n",
       " 27     1640101     2000-5000人   https://www.liepin.com/company/1640101/   \n",
       " 28     1070270     1000-2000人   https://www.liepin.com/company/1070270/   \n",
       " 29      873330       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 30    13103111     1000-2000人  https://www.liepin.com/company/13103111/   \n",
       " 31     8635284       500-999人   https://www.liepin.com/company/8635284/   \n",
       " 32     8635284       500-999人   https://www.liepin.com/company/8635284/   \n",
       " 33    13501215          1-49人  https://www.liepin.com/company/13501215/   \n",
       " 34     8565691       500-999人   https://www.liepin.com/company/8565691/   \n",
       " 35     9550328     1000-2000人   https://www.liepin.com/company/9550328/   \n",
       " 36    12691289         50-99人  https://www.liepin.com/company/12691289/   \n",
       " 37    12569735          1-49人  https://www.liepin.com/company/12569735/   \n",
       " 38     9838667    5000-10000人   https://www.liepin.com/company/9838667/   \n",
       " 39     9874217     2000-5000人   https://www.liepin.com/company/9874217/   \n",
       " \n",
       "    comp.compStage job.requireEduLevel job.requireWorkYears  \n",
       " 0             NaN                 NaN                  NaN  \n",
       " 1             已上市                 NaN                  NaN  \n",
       " 2             已上市                 NaN                  NaN  \n",
       " 3             已上市                 NaN                  NaN  \n",
       " 4              A轮                 NaN                  NaN  \n",
       " 5             NaN                 NaN                  NaN  \n",
       " 6          沪深A股上市                 NaN                  NaN  \n",
       " 7             NaN                 NaN                  NaN  \n",
       " 8          沪深A股上市                 NaN                  NaN  \n",
       " 9          沪深A股上市                 NaN                  NaN  \n",
       " 10            NaN                 NaN                  NaN  \n",
       " 11            NaN                 NaN                  NaN  \n",
       " 12         沪深A股上市                 NaN                  NaN  \n",
       " 13            NaN                 NaN                  NaN  \n",
       " 14            NaN                 NaN                  NaN  \n",
       " 15            NaN                 NaN                  NaN  \n",
       " 16            NaN                 NaN                  NaN  \n",
       " 17            NaN                 NaN                  NaN  \n",
       " 18             其他                 NaN                  NaN  \n",
       " 19             其他                 NaN                  NaN  \n",
       " 20             其他                 NaN                  NaN  \n",
       " 21         沪深A股上市                 NaN                  NaN  \n",
       " 22           港股上市                 NaN                  NaN  \n",
       " 23            NaN                 NaN                  NaN  \n",
       " 24            NaN                 NaN                  NaN  \n",
       " 25             D轮                 NaN                  NaN  \n",
       " 26            NaN                 NaN                  NaN  \n",
       " 27           港股上市                 NaN                  NaN  \n",
       " 28          科创板上市                 NaN                  NaN  \n",
       " 29            NaN                统招本科                 经验不限  \n",
       " 30            NaN                  大专                 经验不限  \n",
       " 31             B轮                  硕士                 经验不限  \n",
       " 32             B轮                统招本科                 经验不限  \n",
       " 33          融资未公开                  本科                 经验不限  \n",
       " 34          新三板上市                  本科                 一年以下  \n",
       " 35            NaN                  本科                 经验不限  \n",
       " 36            NaN                统招本科                 经验不限  \n",
       " 37          融资未公开               中专/中技                 一年以下  \n",
       " 38           战略投资                  本科                 经验不限  \n",
       " 39           港股上市                统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"24464779696ae1f3c1bd2b3e9fec8144\",\"im...   \n",
       " 1   {\"imId\":\"4424dbbb847efb7bd9f9b108068c7fc3\",\"im...   \n",
       " 2   {\"imId\":\"80b8e48c629e0b0704612e645251413c\",\"im...   \n",
       " 3   {\"imId\":\"80b8e48c629e0b0704612e645251413c\",\"im...   \n",
       " 4   {\"imId\":\"3338a96140162a1413f41eedf071201e\",\"im...   \n",
       " 5   {\"imId\":\"2000a795a9a6a86dad8732728d6065d6\",\"im...   \n",
       " 6   {\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"im...   \n",
       " 7   {\"imId\":\"ee8ece450dc970726dadb487287a091a\",\"im...   \n",
       " 8   {\"imId\":\"df21e7893077a58b576c9077e768cf3d\",\"im...   \n",
       " 9   {\"imId\":\"df21e7893077a58b576c9077e768cf3d\",\"im...   \n",
       " 10  {\"imId\":\"7eabd8b3042658d7ef38cb0ce6f46cd7\",\"im...   \n",
       " 11  {\"imId\":\"65866dcb30e2941a81aa296c287c375a\",\"im...   \n",
       " 12  {\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"im...   \n",
       " 13  {\"imId\":\"7143e556d3295235e030375514342674\",\"im...   \n",
       " 14  {\"imId\":\"46a2dc0dbdb73e38d3eb8c93eeb0aca8\",\"im...   \n",
       " 15  {\"imId\":\"46a2dc0dbdb73e38d3eb8c93eeb0aca8\",\"im...   \n",
       " 16  {\"imId\":\"46a2dc0dbdb73e38d3eb8c93eeb0aca8\",\"im...   \n",
       " 17  {\"recruiterName\":\"校园招聘\",\"jobId\":\"518911\",\"recr...   \n",
       " 18  {\"imId\":\"e45395410508ae97cd74bb959a88946e\",\"im...   \n",
       " 19  {\"imId\":\"4ed3d1cebc9244a68d1ff84e0a6c6898\",\"im...   \n",
       " 20  {\"imId\":\"4ed3d1cebc9244a68d1ff84e0a6c6898\",\"im...   \n",
       " 21  {\"imId\":\"beff7093463e459a613348042573671f\",\"im...   \n",
       " 22  {\"imId\":\"8d99c684336f6a8a78efc05f67c8e059\",\"im...   \n",
       " 23  {\"imId\":\"27889d000b04e381a9f0273dd33fa30b\",\"im...   \n",
       " 24  {\"imId\":\"21a13ffda91f2be2894648012f776b17\",\"im...   \n",
       " 25  {\"recruiterName\":\"校园招聘\",\"jobId\":\"529051\",\"recr...   \n",
       " 26  {\"imId\":\"5f3473079fe7d907dfb6df235db455f2\",\"im...   \n",
       " 27  {\"imId\":\"a0c76e691dcb4fc51a8f292380bb6cab\",\"im...   \n",
       " 28  {\"imId\":\"92de957c48850436e780be9e721bd5b9\",\"im...   \n",
       " 29  {\"imId\":\"fadfc2ceb1f0029d4ad85438c465a917\",\"im...   \n",
       " 30  {\"imId\":\"6ab9ed693b6c1c9ef72c2cb241b5d2db\",\"im...   \n",
       " 31  {\"imId\":\"c819e8883726ef7e8f669bb17ec3d8eb\",\"im...   \n",
       " 32  {\"imId\":\"c819e8883726ef7e8f669bb17ec3d8eb\",\"im...   \n",
       " 33  {\"imId\":\"5db5e3b62255ab0ad13849bb1c3ef75a\",\"im...   \n",
       " 34  {\"imId\":\"d5b785128e48827bf0e943e3aa9ed4a9\",\"im...   \n",
       " 35  {\"imId\":\"a52981d937e43ae4351ff05530f680dd\",\"im...   \n",
       " 36  {\"imId\":\"d0ae3dde372a86174383db9bf147ecbd\",\"im...   \n",
       " 37  {\"imId\":\"84d19e79d4adc2a504612e645251413c\",\"im...   \n",
       " 38  {\"imId\":\"f07475d7118ceba61b4fb320fc878e26\",\"im...   \n",
       " 39  {\"imId\":\"dfd87038bcffad82351ff05530f680dd\",\"im...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                [本科]   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]   \n",
       " 5                                                [本科]   \n",
       " 6                                     [本科, IT类, 系统开发]   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]   \n",
       " 12                                               [本科]   \n",
       " 13                                   [本科, 产品设计, 用户研究]   \n",
       " 14                                             [学历不限]   \n",
       " 15                                             [学历不限]   \n",
       " 16                                             [学历不限]   \n",
       " 17                                                 []   \n",
       " 18                                               [本科]   \n",
       " 19                                               [本科]   \n",
       " 20                                               [本科]   \n",
       " 21                                               [本科]   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...   \n",
       " 23                                               [硕士]   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]   \n",
       " 25                                                 []   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]   \n",
       " 29                                  [to C, 电子商务, 消费品]   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...   \n",
       " 31                                             [to B]   \n",
       " 32                                             [to B]   \n",
       " 33                                              [证券类]   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...   \n",
       " 35                                                 []   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]   \n",
       " 38                                                 []   \n",
       " 39                                             [金融产品]   \n",
       " \n",
       "                      job.title  job.salary  job.dq job.jobId  \\\n",
       " 0           2022校招-营销中心-产品经理助理       8-10k  广州-番禺区  47544603   \n",
       " 1     2023届提前批-产品经理 (MJ012344)  15-25k·15薪  广州-越秀区  57974857   \n",
       " 2                   人力资源数据产品经理  19-20k·18薪  广州-天河区  57191493   \n",
       " 3                  互联网学习平台产品经理      19-25k      广州  57061851   \n",
       " 4                      光器件产品经理  15-20k·14薪  广州-黄埔区  56924959   \n",
       " 5                  【校招】信用卡产品经理  10-13k·14薪  广州-天河区  56180361   \n",
       " 6                      产品经理培训生       7-11k  广州-黄埔区  52633137   \n",
       " 7                     产品经理（校招）   9-18k·18薪      广州  52175421   \n",
       " 8   2023届-大数据平台产品经理 (MJ001161)      10-23k  广州-黄埔区  52085797   \n",
       " 9        2023届-产品经理 (MJ001163)      10-20k  广州-黄埔区  52085369   \n",
       " 10               产品经理（2023届校招）       7-13k  广州-天河区  51637219   \n",
       " 11                        产品经理      20-30k      广州  44935111   \n",
       " 12                产品经理(J11023)       7-10k  广州-黄埔区  43590821   \n",
       " 13                        产品经理      12-25k      广州  42835793   \n",
       " 14              广电运通-产品经理（应届生）       6-15k      广州  23528191   \n",
       " 15            基准医疗-助理产品经理（应届生）       7-11k      广州  23508203   \n",
       " 16              中科开创-产品经理(应届生）       5-15k      广州  23479325   \n",
       " 17                      行业产品经理          面议      广州    518911   \n",
       " 18                    直播运营（PM）        6-8k  广州-越秀区  57195307   \n",
       " 19            直播运营（PM）(J10125)        6-8k      广州  57193375   \n",
       " 20             直播运营（PM） J10125        5-8k      广州  57104845   \n",
       " 21                        产品经理        4-5k  广州-海珠区  52653127   \n",
       " 22              金融产品经理（番禺万博二路）        4-8k  广州-番禺区  52547239   \n",
       " 23                 BIM产品经理【校招】       9-12k  广州-天河区  51957245   \n",
       " 24                        专案PM    6-8k·13薪  广州-黄埔区  50868041   \n",
       " 25                    产品经理（管培）      10-17k  广州-黄埔区    529051   \n",
       " 26                        产品经理      300元/天  广州-黄埔区  44041325   \n",
       " 27                   IT产品经理实习生  150-200元/天  广州-越秀区  52377455   \n",
       " 28                     产品经理实习生  150-250元/天  广州-天河区  57103675   \n",
       " 29                    eWMS产品经理  20-40k·14薪  广州-天河区  57001973   \n",
       " 30         产品经理（高级产品经理&资深产品经理）       9-20k  广州-南沙区  57448565   \n",
       " 31                    （储备）产品经理      13-16k  广州-天河区  55079225   \n",
       " 32          （储备）产品经理--20-22届本科      10-14k  广州-天河区  55322015   \n",
       " 33                      金融产品经理       5-10k  广州-越秀区  57678719   \n",
       " 34              产品经理（凡科商城SaaS）       8-11k  广州-海珠区  57723309   \n",
       " 35                       车产品经理      15-30k  广州-南沙区  40364923   \n",
       " 36                   储备干部—产品经理        2-3k  广州-天河区  38193153   \n",
       " 37                    酒店签约产品经理       6-11k      广州  36091987   \n",
       " 38                        产品经理      15-30k  广州-黄埔区  31738901   \n",
       " 39                      金融产品经理       5-10k      广州  39588227   \n",
       " \n",
       "    job.campusJobKind                                     job.dataPromId  \\\n",
       " 0                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 1                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 2                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 3                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 4                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 5                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 6                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 7                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 8                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 9                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 10                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 11                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 12                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 13                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 14                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 15                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 16                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 17                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 18                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 19                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 20                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 21                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 22                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 23                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 24                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 25                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 26                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 27                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 28                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 29               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 30               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 31               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 32               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 33               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 34               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 35               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 36               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 37               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 38               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 39               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " \n",
       "    job.jobKind  ...             recruiter.recruiterId  \\\n",
       " 0            6  ...  f194b22457f2070ef1c68874fefd88f0   \n",
       " 1            6  ...  25f6b1ac52e7301746c75814fc02784c   \n",
       " 2            6  ...  c8b040414c97595a274a08c89b7442b4   \n",
       " 3            6  ...  c8b040414c97595a274a08c89b7442b4   \n",
       " 4            6  ...  8d160b6be5afbb63202b01fa8633e46c   \n",
       " 5            6  ...  d437e0ff406adb8abbe36e15a73a3fdb   \n",
       " 6            6  ...  5553774e1dfc4bd94e578f26109225be   \n",
       " 7            6  ...  ec9218078fe56078643873581a669533   \n",
       " 8            6  ...  39a1728f031b9c655ddcbeeebfee86ac   \n",
       " 9            6  ...  39a1728f031b9c655ddcbeeebfee86ac   \n",
       " 10           6  ...  eebd41625cfa9d55eba9ddc94cd0caf7   \n",
       " 11           6  ...  cade02fc79d49a9a07345e990f68e06a   \n",
       " 12           6  ...  5553774e1dfc4bd94e578f26109225be   \n",
       " 13           6  ...  f5e1bea9eb4f05f8ea417c3b3ac6c6bf   \n",
       " 14           6  ...  42c777d33249035ee908c636be4572e2   \n",
       " 15           6  ...  42c777d33249035ee908c636be4572e2   \n",
       " 16           6  ...  42c777d33249035ee908c636be4572e2   \n",
       " 17           7  ...                                     \n",
       " 18           6  ...  981b13258990cc6d436fdf375830a447   \n",
       " 19           6  ...  04d86436f78ae4e742d54e61ba569318   \n",
       " 20           6  ...  04d86436f78ae4e742d54e61ba569318   \n",
       " 21           6  ...  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22           6  ...  aa5178a66d1486a14b91c95b97d12f77   \n",
       " 23           6  ...  e6ae796d51b328b7cfb55cf8ac07e869   \n",
       " 24           6  ...  cb6716a4c26311016b851aaea7b26730   \n",
       " 25           7  ...                                     \n",
       " 26           6  ...  cd7ad3180b3da658793aa6e6534d8619   \n",
       " 27           6  ...  bf310ace2505d3415de3d46cd3d7dbb8   \n",
       " 28           6  ...  ad10b2b5c605f4bfdf6a15188c0e6c29   \n",
       " 29           2  ...  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 30           2  ...  5f7637977411b86467332ec93bce4deb   \n",
       " 31           2  ...  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       " 32           2  ...  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       " 33           2  ...  221a63b5ccc754dccedc73674aa09304   \n",
       " 34           2  ...  00a147b384567427fd08789b64b2ab78   \n",
       " 35           2  ...  4c1479d6012e7b86caa970d322aac25f   \n",
       " 36           2  ...  913622d8dc81eb0e78ae6c25a4ad1833   \n",
       " 37           2  ...  b4e202c249d928a12ab21b867543c76b   \n",
       " 38           2  ...  e2c8dc64bf6351839e99cda7b2bf580a   \n",
       " 39           2  ...  7ca01ec408ef1d30ae8e48b4e676e58b   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "    comp.compIndustry  comp.compScale  \\\n",
       " 0                 制药      1000-2000人   \n",
       " 1                互联网      2000-5000人   \n",
       " 2           基金/证券/期货     5000-10000人   \n",
       " 3           基金/证券/期货     5000-10000人   \n",
       " 4               通信设备          50-99人   \n",
       " 5                 银行      1000-2000人   \n",
       " 6           食品/饮料/酒水      2000-5000人   \n",
       " 7                互联网      1000-2000人   \n",
       " 8              计算机软件        10000人以上   \n",
       " 9              计算机软件        10000人以上   \n",
       " 10             计算机软件        500-999人   \n",
       " 11               互联网           1-49人   \n",
       " 12          食品/饮料/酒水      2000-5000人   \n",
       " 13            专业技术服务          50-99人   \n",
       " 14              其他行业        100-499人   \n",
       " 15              其他行业        100-499人   \n",
       " 16              其他行业        100-499人   \n",
       " 17              通信设备      2000-5000人   \n",
       " 18               互联网        100-499人   \n",
       " 19               互联网        100-499人   \n",
       " 20               互联网        100-499人   \n",
       " 21              通信设备     5000-10000人   \n",
       " 22          基金/证券/期货      2000-5000人   \n",
       " 23           建筑/工程设计        100-499人   \n",
       " 24       电子/半导体/集成电路        500-999人   \n",
       " 25               互联网        100-499人   \n",
       " 26              培训服务           1-49人   \n",
       " 27             计算机软件      2000-5000人   \n",
       " 28             计算机软件      1000-2000人   \n",
       " 29                日化        10000人以上   \n",
       " 30          食品/饮料/酒水      1000-2000人   \n",
       " 31              IT服务        500-999人   \n",
       " 32              IT服务        500-999人   \n",
       " 33          基金/证券/期货           1-49人   \n",
       " 34               互联网        500-999人   \n",
       " 35              整车制造      1000-2000人   \n",
       " 36              科技金融          50-99人   \n",
       " 37             酒店/民宿           1-49人   \n",
       " 38             计算机软件     5000-10000人   \n",
       " 39          基金/证券/期货      2000-5000人   \n",
       " \n",
       "                                    comp.link comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/            NaN   \n",
       " 1     https://www.liepin.com/company/693385/            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/             其他   \n",
       " 19   https://www.liepin.com/company/9608440/             其他   \n",
       " 20   https://www.liepin.com/company/9608440/             其他   \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears  \n",
       " 0                  NaN                  NaN  \n",
       " 1                  NaN                  NaN  \n",
       " 2                  NaN                  NaN  \n",
       " 3                  NaN                  NaN  \n",
       " 4                  NaN                  NaN  \n",
       " 5                  NaN                  NaN  \n",
       " 6                  NaN                  NaN  \n",
       " 7                  NaN                  NaN  \n",
       " 8                  NaN                  NaN  \n",
       " 9                  NaN                  NaN  \n",
       " 10                 NaN                  NaN  \n",
       " 11                 NaN                  NaN  \n",
       " 12                 NaN                  NaN  \n",
       " 13                 NaN                  NaN  \n",
       " 14                 NaN                  NaN  \n",
       " 15                 NaN                  NaN  \n",
       " 16                 NaN                  NaN  \n",
       " 17                 NaN                  NaN  \n",
       " 18                 NaN                  NaN  \n",
       " 19                 NaN                  NaN  \n",
       " 20                 NaN                  NaN  \n",
       " 21                 NaN                  NaN  \n",
       " 22                 NaN                  NaN  \n",
       " 23                 NaN                  NaN  \n",
       " 24                 NaN                  NaN  \n",
       " 25                 NaN                  NaN  \n",
       " 26                 NaN                  NaN  \n",
       " 27                 NaN                  NaN  \n",
       " 28                 NaN                  NaN  \n",
       " 29                统招本科                 经验不限  \n",
       " 30                  大专                 经验不限  \n",
       " 31                  硕士                 经验不限  \n",
       " 32                统招本科                 经验不限  \n",
       " 33                  本科                 经验不限  \n",
       " 34                  本科                 一年以下  \n",
       " 35                  本科                 经验不限  \n",
       " 36                统招本科                 经验不限  \n",
       " 37               中专/中技                 一年以下  \n",
       " 38                  本科                 经验不限  \n",
       " 39                统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams comp.compScale  \\\n",
       " 0   {\"recruiterName\":\"胡先生\",\"jobId\":\"47544603\",\"use...     1000-2000人   \n",
       " 1   {\"recruiterName\":\"张先生\",\"jobId\":\"57974857\",\"use...     2000-5000人   \n",
       " 2   {\"recruiterName\":\"饶先生\",\"jobId\":\"57191493\",\"use...    5000-10000人   \n",
       " 3   {\"recruiterName\":\"饶先生\",\"jobId\":\"57061851\",\"use...    5000-10000人   \n",
       " 4   {\"recruiterName\":\"陈女士\",\"jobId\":\"56924959\",\"use...         50-99人   \n",
       " 5   {\"recruiterName\":\"吴女士\",\"jobId\":\"56180361\",\"use...     1000-2000人   \n",
       " 6   {\"recruiterName\":\"田先生\",\"jobId\":\"52633137\",\"use...     2000-5000人   \n",
       " 7   {\"recruiterName\":\"李先生\",\"jobId\":\"52175421\",\"use...     1000-2000人   \n",
       " 8   {\"recruiterName\":\"张女士\",\"jobId\":\"52085797\",\"use...       10000人以上   \n",
       " 9   {\"recruiterName\":\"张女士\",\"jobId\":\"52085369\",\"use...       10000人以上   \n",
       " 10  {\"recruiterName\":\"周女士\",\"jobId\":\"51637219\",\"use...       500-999人   \n",
       " 11  {\"recruiterName\":\"李先生\",\"jobId\":\"44935111\",\"use...          1-49人   \n",
       " 12  {\"recruiterName\":\"田先生\",\"jobId\":\"43590821\",\"use...     2000-5000人   \n",
       " 13  {\"recruiterName\":\"梁先生\",\"jobId\":\"42835793\",\"use...         50-99人   \n",
       " 14  {\"recruiterName\":\"李女士\",\"jobId\":\"23528191\",\"use...       100-499人   \n",
       " 15  {\"recruiterName\":\"李女士\",\"jobId\":\"23508203\",\"use...       100-499人   \n",
       " 16  {\"recruiterName\":\"李女士\",\"jobId\":\"23479325\",\"use...       100-499人   \n",
       " 17  {\"recruiterName\":\"校园招聘\",\"jobId\":\"518911\",\"user...     2000-5000人   \n",
       " 18  {\"recruiterName\":\"廖女士\",\"jobId\":\"57195307\",\"use...       100-499人   \n",
       " 19  {\"recruiterName\":\"杨女士\",\"jobId\":\"57193375\",\"use...       100-499人   \n",
       " 20  {\"recruiterName\":\"杨女士\",\"jobId\":\"57104845\",\"use...       100-499人   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"jobId\":\"52653127\",\"use...    5000-10000人   \n",
       " 22  {\"recruiterName\":\"汤先生\",\"jobId\":\"52547239\",\"use...     2000-5000人   \n",
       " 23  {\"recruiterName\":\"李先生\",\"jobId\":\"51957245\",\"use...       100-499人   \n",
       " 24  {\"recruiterName\":\"赵女士\",\"jobId\":\"50868041\",\"use...       500-999人   \n",
       " 25  {\"recruiterName\":\"校园招聘\",\"jobId\":\"529051\",\"user...       100-499人   \n",
       " 26  {\"recruiterName\":\"王先生\",\"jobId\":\"44041325\",\"use...          1-49人   \n",
       " 27  {\"recruiterName\":\"郑女士\",\"jobId\":\"52377455\",\"use...     2000-5000人   \n",
       " 28  {\"recruiterName\":\"张女士\",\"jobId\":\"57103675\",\"use...     1000-2000人   \n",
       " 29  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"use...       10000人以上   \n",
       " 30  {\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"use...     1000-2000人   \n",
       " 31  {\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"use...       500-999人   \n",
       " 32  {\"recruiterName\":\"黎先生\",\"jobId\":\"55322015\",\"use...       500-999人   \n",
       " 33  {\"recruiterName\":\"张女士\",\"jobId\":\"57678719\",\"use...          1-49人   \n",
       " 34  {\"recruiterName\":\"潘女士\",\"jobId\":\"57723309\",\"use...       500-999人   \n",
       " 35  {\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"use...     1000-2000人   \n",
       " 36  {\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"use...         50-99人   \n",
       " 37  {\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"use...          1-49人   \n",
       " 38  {\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"use...    5000-10000人   \n",
       " 39  {\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"use...     2000-5000人   \n",
       " \n",
       "                       comp.compLogo  comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png      9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png       693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png      1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png      1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png     12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png      8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg      8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png      9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png      8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png      8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png      8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg     12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg      8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png     12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg      8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg      8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg      8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png      9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg      9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg      9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg      9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png      7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png      9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png      9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png      1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png      8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg     12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg      1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png      1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png       873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg     13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png      8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png      8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg     13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png      8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg      9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg     12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg     12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg      9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png      9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0                 制药   https://www.liepin.com/company/9803471/   \n",
       " 1                互联网    https://www.liepin.com/company/693385/   \n",
       " 2           基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       " 3           基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       " 4               通信设备  https://www.liepin.com/company/12753371/   \n",
       " 5                 银行   https://www.liepin.com/company/8866590/   \n",
       " 6           食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       " 7                互联网   https://www.liepin.com/company/9095103/   \n",
       " 8              计算机软件   https://www.liepin.com/company/8547388/   \n",
       " 9              计算机软件   https://www.liepin.com/company/8547388/   \n",
       " 10             计算机软件   https://www.liepin.com/company/8967569/   \n",
       " 11               互联网  https://www.liepin.com/company/12998701/   \n",
       " 12          食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       " 13            专业技术服务  https://www.liepin.com/company/12447389/   \n",
       " 14              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 15              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 16              其他行业   https://www.liepin.com/company/8933926/   \n",
       " 17              通信设备   https://www.liepin.com/company/9370318/   \n",
       " 18               互联网   https://www.liepin.com/company/9608440/   \n",
       " 19               互联网   https://www.liepin.com/company/9608440/   \n",
       " 20               互联网   https://www.liepin.com/company/9608440/   \n",
       " 21              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 22          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       " 23           建筑/工程设计   https://www.liepin.com/company/9961079/   \n",
       " 24       电子/半导体/集成电路   https://www.liepin.com/company/1147021/   \n",
       " 25               互联网   https://www.liepin.com/company/8774355/   \n",
       " 26              培训服务  https://www.liepin.com/company/12244247/   \n",
       " 27             计算机软件   https://www.liepin.com/company/1640101/   \n",
       " 28             计算机软件   https://www.liepin.com/company/1070270/   \n",
       " 29                日化    https://www.liepin.com/company/873330/   \n",
       " 30          食品/饮料/酒水  https://www.liepin.com/company/13103111/   \n",
       " 31              IT服务   https://www.liepin.com/company/8635284/   \n",
       " 32              IT服务   https://www.liepin.com/company/8635284/   \n",
       " 33          基金/证券/期货  https://www.liepin.com/company/13501215/   \n",
       " 34               互联网   https://www.liepin.com/company/8565691/   \n",
       " 35              整车制造   https://www.liepin.com/company/9550328/   \n",
       " 36              科技金融  https://www.liepin.com/company/12691289/   \n",
       " 37             酒店/民宿  https://www.liepin.com/company/12569735/   \n",
       " 38             计算机软件   https://www.liepin.com/company/9838667/   \n",
       " 39          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       " \n",
       "                                            job.labels  job.salary  ...  \\\n",
       " 0                                                [本科]       8-10k  ...   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]  15-25k·15薪  ...   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  19-20k·18薪  ...   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]      19-25k  ...   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]  15-20k·14薪  ...   \n",
       " 5                                                [本科]  10-13k·14薪  ...   \n",
       " 6                                     [本科, IT类, 系统开发]       7-11k  ...   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   9-18k·18薪  ...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]      10-23k  ...   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]      10-20k  ...   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]       7-13k  ...   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]      20-30k  ...   \n",
       " 12                                               [本科]       7-10k  ...   \n",
       " 13                                   [本科, 产品设计, 用户研究]      12-25k  ...   \n",
       " 14                                             [学历不限]       6-15k  ...   \n",
       " 15                                             [学历不限]       7-11k  ...   \n",
       " 16                                             [学历不限]       5-15k  ...   \n",
       " 17                                                 []          面议  ...   \n",
       " 18                                               [本科]        6-8k  ...   \n",
       " 19                                               [本科]        6-8k  ...   \n",
       " 20                                               [本科]        5-8k  ...   \n",
       " 21                                               [本科]        4-5k  ...   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...        4-8k  ...   \n",
       " 23                                               [硕士]       9-12k  ...   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]    6-8k·13薪  ...   \n",
       " 25                                                 []      10-17k  ...   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]      300元/天  ...   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]  150-200元/天  ...   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]  150-250元/天  ...   \n",
       " 29                                  [to C, 电子商务, 消费品]  20-40k·14薪  ...   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...       9-20k  ...   \n",
       " 31                                             [to B]      13-16k  ...   \n",
       " 32                                             [to B]      10-14k  ...   \n",
       " 33                                              [证券类]       5-10k  ...   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...       8-11k  ...   \n",
       " 35                                                 []      15-30k  ...   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]        2-3k  ...   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]       6-11k  ...   \n",
       " 38                                                 []      15-30k  ...   \n",
       " 39                                             [金融产品]       5-10k  ...   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      胡先生                     招聘主管   \n",
       " 1                      张先生                  招聘经理/主管   \n",
       " 2                      饶先生                     招聘经理   \n",
       " 3                      饶先生                     招聘经理   \n",
       " 4                      陈女士                            \n",
       " 5                      吴女士                            \n",
       " 6                      田先生           人力资源招聘HRBP绩效经理   \n",
       " 7                      李先生                人力资源经理/主管   \n",
       " 8                      张女士                     招聘主管   \n",
       " 9                      张女士                     招聘主管   \n",
       " 10                     周女士                     猎头顾问   \n",
       " 11                     李先生                     人力经理   \n",
       " 12                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 13                     梁先生                       HR   \n",
       " 14                     李女士                     工作人员   \n",
       " 15                     李女士                     工作人员   \n",
       " 16                     李女士                     工作人员   \n",
       " 17                    校园招聘                     校招HR   \n",
       " 18                     廖女士                            \n",
       " 19                     杨女士                     招聘主管   \n",
       " 20                     杨女士                     招聘主管   \n",
       " 21                     黎先生                     招聘主管   \n",
       " 22                     汤先生                            \n",
       " 23                     李先生                     招聘主管   \n",
       " 24                     赵女士                            \n",
       " 25                    校园招聘                     校招HR   \n",
       " 26                     王先生                      合伙人   \n",
       " 27                     郑女士                     HRBP   \n",
       " 28                     张女士                            \n",
       " 29                     冯先生                Recruiter   \n",
       " 30                     巢女士                       HR   \n",
       " 31                     黎先生                       HR   \n",
       " 32                     黎先生                       HR   \n",
       " 33                     张女士                     营销后勤   \n",
       " 34                     潘女士                     招聘经理   \n",
       " 35                     覃女士                    信息化总监   \n",
       " 36                     陈女士                       HR   \n",
       " 37                     李先生                     运营总监   \n",
       " 38                     黄先生                     产品助理   \n",
       " 39                     纪女士                            \n",
       " \n",
       "                recruiter.recruiterId                    recruiter.imId  \\\n",
       " 0   f194b22457f2070ef1c68874fefd88f0  24464779696ae1f3c1bd2b3e9fec8144   \n",
       " 1   25f6b1ac52e7301746c75814fc02784c  4424dbbb847efb7bd9f9b108068c7fc3   \n",
       " 2   c8b040414c97595a274a08c89b7442b4  80b8e48c629e0b0704612e645251413c   \n",
       " 3   c8b040414c97595a274a08c89b7442b4  80b8e48c629e0b0704612e645251413c   \n",
       " 4   8d160b6be5afbb63202b01fa8633e46c  3338a96140162a1413f41eedf071201e   \n",
       " 5   d437e0ff406adb8abbe36e15a73a3fdb  2000a795a9a6a86dad8732728d6065d6   \n",
       " 6   5553774e1dfc4bd94e578f26109225be  3d916811f6aedd61ef38cb0ce6f46cd7   \n",
       " 7   ec9218078fe56078643873581a669533  ee8ece450dc970726dadb487287a091a   \n",
       " 8   39a1728f031b9c655ddcbeeebfee86ac  df21e7893077a58b576c9077e768cf3d   \n",
       " 9   39a1728f031b9c655ddcbeeebfee86ac  df21e7893077a58b576c9077e768cf3d   \n",
       " 10  eebd41625cfa9d55eba9ddc94cd0caf7  7eabd8b3042658d7ef38cb0ce6f46cd7   \n",
       " 11  cade02fc79d49a9a07345e990f68e06a  65866dcb30e2941a81aa296c287c375a   \n",
       " 12  5553774e1dfc4bd94e578f26109225be  3d916811f6aedd61ef38cb0ce6f46cd7   \n",
       " 13  f5e1bea9eb4f05f8ea417c3b3ac6c6bf  7143e556d3295235e030375514342674   \n",
       " 14  42c777d33249035ee908c636be4572e2  46a2dc0dbdb73e38d3eb8c93eeb0aca8   \n",
       " 15  42c777d33249035ee908c636be4572e2  46a2dc0dbdb73e38d3eb8c93eeb0aca8   \n",
       " 16  42c777d33249035ee908c636be4572e2  46a2dc0dbdb73e38d3eb8c93eeb0aca8   \n",
       " 17                                                                 NaN   \n",
       " 18  981b13258990cc6d436fdf375830a447  e45395410508ae97cd74bb959a88946e   \n",
       " 19  04d86436f78ae4e742d54e61ba569318  4ed3d1cebc9244a68d1ff84e0a6c6898   \n",
       " 20  04d86436f78ae4e742d54e61ba569318  4ed3d1cebc9244a68d1ff84e0a6c6898   \n",
       " 21  ed79e9abb562c2c2e3f3af8aab9ad0d7  beff7093463e459a613348042573671f   \n",
       " 22  aa5178a66d1486a14b91c95b97d12f77  8d99c684336f6a8a78efc05f67c8e059   \n",
       " 23  e6ae796d51b328b7cfb55cf8ac07e869  27889d000b04e381a9f0273dd33fa30b   \n",
       " 24  cb6716a4c26311016b851aaea7b26730  21a13ffda91f2be2894648012f776b17   \n",
       " 25                                                                 NaN   \n",
       " 26  cd7ad3180b3da658793aa6e6534d8619  5f3473079fe7d907dfb6df235db455f2   \n",
       " 27  bf310ace2505d3415de3d46cd3d7dbb8  a0c76e691dcb4fc51a8f292380bb6cab   \n",
       " 28  ad10b2b5c605f4bfdf6a15188c0e6c29  92de957c48850436e780be9e721bd5b9   \n",
       " 29  f7de5de3cbf7fd89b9bfda7f445931e2  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 30  5f7637977411b86467332ec93bce4deb  6ab9ed693b6c1c9ef72c2cb241b5d2db   \n",
       " 31  5101bdeab7487e5c1d0a1fdec36fba93  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       " 32  5101bdeab7487e5c1d0a1fdec36fba93  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       " 33  221a63b5ccc754dccedc73674aa09304  5db5e3b62255ab0ad13849bb1c3ef75a   \n",
       " 34  00a147b384567427fd08789b64b2ab78  d5b785128e48827bf0e943e3aa9ed4a9   \n",
       " 35  4c1479d6012e7b86caa970d322aac25f  a52981d937e43ae4351ff05530f680dd   \n",
       " 36  913622d8dc81eb0e78ae6c25a4ad1833  d0ae3dde372a86174383db9bf147ecbd   \n",
       " 37  b4e202c249d928a12ab21b867543c76b  84d19e79d4adc2a504612e645251413c   \n",
       " 38  e2c8dc64bf6351839e99cda7b2bf580a  f07475d7118ceba61b4fb320fc878e26   \n",
       " 39  7ca01ec408ef1d30ae8e48b4e676e58b  dfd87038bcffad82351ff05530f680dd   \n",
       " \n",
       "    recruiter.imUserType recruiter.chatted         recruiter.recruiterPhoto  \\\n",
       " 0                     2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1                     2             False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2                     2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3                     2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4                     2             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5                     2             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6                     2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7                     2             False  5f8f986aea60860b75384fab08u.jpg   \n",
       " 8                     2             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9                     2             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10                    2             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11                    2             False  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12                    2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13                    2             False  60ddc4dbdc1dd861d761c42805u.png   \n",
       " 14                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                  NaN             False  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 18                    2             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19                    2             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20                    2             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21                    2             False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22                    2             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23                    2             False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24                    2             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                  NaN             False  5ca48f59509919fa0ea17f1f07u.png   \n",
       " 26                    2             False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27                    2             False  61d6ce21b10cc11ae96008f502u.png   \n",
       " 28                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29                    2             False  63a9534728c57209b0f4aa0505u.png   \n",
       " 30                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31                    2             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32                    2             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33                    2             False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34                    2             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36                    2             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37                    2             False  603486248f5866739fffda8207u.png   \n",
       " 38                    2             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39                    2             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "    comp.compStage job.requireWorkYears job.requireEduLevel  \n",
       " 0             NaN                  NaN                 NaN  \n",
       " 1             已上市                  NaN                 NaN  \n",
       " 2             已上市                  NaN                 NaN  \n",
       " 3             已上市                  NaN                 NaN  \n",
       " 4              A轮                  NaN                 NaN  \n",
       " 5             NaN                  NaN                 NaN  \n",
       " 6          沪深A股上市                  NaN                 NaN  \n",
       " 7             NaN                  NaN                 NaN  \n",
       " 8          沪深A股上市                  NaN                 NaN  \n",
       " 9          沪深A股上市                  NaN                 NaN  \n",
       " 10            NaN                  NaN                 NaN  \n",
       " 11            NaN                  NaN                 NaN  \n",
       " 12         沪深A股上市                  NaN                 NaN  \n",
       " 13            NaN                  NaN                 NaN  \n",
       " 14            NaN                  NaN                 NaN  \n",
       " 15            NaN                  NaN                 NaN  \n",
       " 16            NaN                  NaN                 NaN  \n",
       " 17            NaN                  NaN                 NaN  \n",
       " 18             其他                  NaN                 NaN  \n",
       " 19             其他                  NaN                 NaN  \n",
       " 20             其他                  NaN                 NaN  \n",
       " 21         沪深A股上市                  NaN                 NaN  \n",
       " 22           港股上市                  NaN                 NaN  \n",
       " 23            NaN                  NaN                 NaN  \n",
       " 24            NaN                  NaN                 NaN  \n",
       " 25             D轮                  NaN                 NaN  \n",
       " 26            NaN                  NaN                 NaN  \n",
       " 27           港股上市                  NaN                 NaN  \n",
       " 28          科创板上市                  NaN                 NaN  \n",
       " 29            NaN                 经验不限                统招本科  \n",
       " 30            NaN                 经验不限                  大专  \n",
       " 31             B轮                 经验不限                  硕士  \n",
       " 32             B轮                 经验不限                统招本科  \n",
       " 33          融资未公开                 经验不限                  本科  \n",
       " 34          新三板上市                 一年以下                  本科  \n",
       " 35            NaN                 经验不限                  本科  \n",
       " 36            NaN                 经验不限                统招本科  \n",
       " 37          融资未公开                 一年以下               中专/中技  \n",
       " 38           战略投资                 经验不限                  本科  \n",
       " 39           港股上市                 经验不限                统招本科  \n",
       " \n",
       " [40 rows x 32 columns]]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # post请求\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    data = r.json()\n",
    "    df = pd.json_normalize(data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ee3422c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"24464779696ae1f3c1bd2b3e9fec8144\",\"im...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>47544603</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>f194b22457f2070ef1c68874fefd88f0</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>9803471</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>制药</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"4424dbbb847efb7bd9f9b108068c7fc3\",\"im...</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57974857</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>25f6b1ac52e7301746c75814fc02784c</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>693385</td>\n",
       "      <td>广联达</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"80b8e48c629e0b0704612e645251413c\",\"im...</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57191493</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"80b8e48c629e0b0704612e645251413c\",\"im...</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>57061851</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"3338a96140162a1413f41eedf071201e\",\"im...</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>光器件产品经理</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>56924959</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>8d160b6be5afbb63202b01fa8633e46c</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>12753371</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>车产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>40364923</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>4c1479d6012e7b86caa970d322aac25f</td>\n",
       "      <td>5d00cd29501544662c97ebe001u.jpg</td>\n",
       "      <td>9550328</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9550328/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"use...</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 产品规划, 用户研究]</td>\n",
       "      <td>储备干部—产品经理</td>\n",
       "      <td>2-3k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>38193153</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>913622d8dc81eb0e78ae6c25a4ad1833</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12691289</td>\n",
       "      <td>嘉联支付有限公司广州分公司</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12691289/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"use...</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>酒店签约产品经理</td>\n",
       "      <td>6-11k</td>\n",
       "      <td>广州</td>\n",
       "      <td>36091987</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>b4e202c249d928a12ab21b867543c76b</td>\n",
       "      <td>603470aab9834220c1e1405904u.jpg</td>\n",
       "      <td>12569735</td>\n",
       "      <td>广州视界行旅行社有限公司</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12569735/</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>一年以下</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>31738901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>e2c8dc64bf6351839e99cda7b2bf580a</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>9838667</td>\n",
       "      <td>广州视臻信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/9838667/</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"use...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>39588227</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>7ca01ec408ef1d30ae8e48b4e676e58b</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>9874217</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..                                                ...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"imId\":\"24464779696ae1f3c1bd2b3e9fec8144\",\"im...   \n",
       "1   {\"imId\":\"4424dbbb847efb7bd9f9b108068c7fc3\",\"im...   \n",
       "2   {\"imId\":\"80b8e48c629e0b0704612e645251413c\",\"im...   \n",
       "3   {\"imId\":\"80b8e48c629e0b0704612e645251413c\",\"im...   \n",
       "4   {\"imId\":\"3338a96140162a1413f41eedf071201e\",\"im...   \n",
       "..                                                ...   \n",
       "35  {\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"use...   \n",
       "36  {\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"use...   \n",
       "37  {\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"use...   \n",
       "38  {\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"use...   \n",
       "39  {\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"use...   \n",
       "\n",
       "                                        job.labels                 job.title  \\\n",
       "0                                             [本科]        2022校招-营销中心-产品经理助理   \n",
       "1                           [本科, 产品设计, 用户研究, 产品规划]  2023届提前批-产品经理 (MJ012344)   \n",
       "2   [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]                人力资源数据产品经理   \n",
       "3                     [硕士, 内容产品, 金融行业, to G, 需求分析]               互联网学习平台产品经理   \n",
       "4                           [硕士, 数据产品, 用户研究, 团队管理]                   光器件产品经理   \n",
       "..                                             ...                       ...   \n",
       "35                                              []                     车产品经理   \n",
       "36                  [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]                 储备干部—产品经理   \n",
       "37                           [BD，业务，采购，, 酒店/旅行社合作]                  酒店签约产品经理   \n",
       "38                                              []                      产品经理   \n",
       "39                                          [金融产品]                    金融产品经理   \n",
       "\n",
       "    job.salary  job.dq job.jobId job.campusJobKind  \\\n",
       "0        8-10k  广州-番禺区  47544603                应届   \n",
       "1   15-25k·15薪  广州-越秀区  57974857                应届   \n",
       "2   19-20k·18薪  广州-天河区  57191493                应届   \n",
       "3       19-25k      广州  57061851                应届   \n",
       "4   15-20k·14薪  广州-黄埔区  56924959                应届   \n",
       "..         ...     ...       ...               ...   \n",
       "35      15-30k  广州-南沙区  40364923               NaN   \n",
       "36        2-3k  广州-天河区  38193153               NaN   \n",
       "37       6-11k      广州  36091987               NaN   \n",
       "38      15-30k  广州-黄埔区  31738901               NaN   \n",
       "39       5-10k      广州  39588227               NaN   \n",
       "\n",
       "                                       job.dataPromId job.jobKind  ...  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           6  ...   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           6  ...   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           6  ...   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           6  ...   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           6  ...   \n",
       "..                                                ...         ...  ...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2  ...   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2  ...   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2  ...   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2  ...   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2  ...   \n",
       "\n",
       "               recruiter.recruiterId                    comp.compLogo  \\\n",
       "0   f194b22457f2070ef1c68874fefd88f0  5da02d450c1585184590d96f08u.png   \n",
       "1   25f6b1ac52e7301746c75814fc02784c  5bfe954674719dc6ed7416af03a.png   \n",
       "2   c8b040414c97595a274a08c89b7442b4  5bfea33774719d2aa34c7eb903a.png   \n",
       "3   c8b040414c97595a274a08c89b7442b4  5bfea33774719d2aa34c7eb903a.png   \n",
       "4   8d160b6be5afbb63202b01fa8633e46c  61aeb56ca53a6d21af3c33ed04u.png   \n",
       "..                               ...                              ...   \n",
       "35  4c1479d6012e7b86caa970d322aac25f  5d00cd29501544662c97ebe001u.jpg   \n",
       "36  913622d8dc81eb0e78ae6c25a4ad1833  61b07937d0458d53c627567e02u.jpg   \n",
       "37  b4e202c249d928a12ab21b867543c76b  603470aab9834220c1e1405904u.jpg   \n",
       "38  e2c8dc64bf6351839e99cda7b2bf580a  61b07937d0458d53c627567e02u.jpg   \n",
       "39  7ca01ec408ef1d30ae8e48b4e676e58b  60ab7b474005a2070875f99702u.png   \n",
       "\n",
       "   comp.compId    comp.compName comp.compIndustry  comp.compScale  \\\n",
       "0      9803471           泰邦生物集团                制药      1000-2000人   \n",
       "1       693385              广联达               互联网      2000-5000人   \n",
       "2      1421537             广发证券          基金/证券/期货     5000-10000人   \n",
       "3      1421537             广发证券          基金/证券/期货     5000-10000人   \n",
       "4     12753371     高勘(广州)技术有限公司              通信设备          50-99人   \n",
       "..         ...              ...               ...             ...   \n",
       "35     9550328             合创汽车              整车制造      1000-2000人   \n",
       "36    12691289    嘉联支付有限公司广州分公司              科技金融          50-99人   \n",
       "37    12569735     广州视界行旅行社有限公司             酒店/民宿           1-49人   \n",
       "38     9838667     广州视臻信息科技有限公司             计算机软件     5000-10000人   \n",
       "39     9874217  广发证券股份有限公司广州分公司          基金/证券/期货      2000-5000人   \n",
       "\n",
       "                                   comp.link comp.compStage  \\\n",
       "0    https://www.liepin.com/company/9803471/            NaN   \n",
       "1     https://www.liepin.com/company/693385/            已上市   \n",
       "2    https://www.liepin.com/company/1421537/            已上市   \n",
       "3    https://www.liepin.com/company/1421537/            已上市   \n",
       "4   https://www.liepin.com/company/12753371/             A轮   \n",
       "..                                       ...            ...   \n",
       "35   https://www.liepin.com/company/9550328/            NaN   \n",
       "36  https://www.liepin.com/company/12691289/            NaN   \n",
       "37  https://www.liepin.com/company/12569735/          融资未公开   \n",
       "38   https://www.liepin.com/company/9838667/           战略投资   \n",
       "39   https://www.liepin.com/company/9874217/           港股上市   \n",
       "\n",
       "   job.requireEduLevel job.requireWorkYears  \n",
       "0                  NaN                  NaN  \n",
       "1                  NaN                  NaN  \n",
       "2                  NaN                  NaN  \n",
       "3                  NaN                  NaN  \n",
       "4                  NaN                  NaN  \n",
       "..                 ...                  ...  \n",
       "35                  本科                 经验不限  \n",
       "36                统招本科                 经验不限  \n",
       "37               中专/中技                 一年以下  \n",
       "38                  本科                 经验不限  \n",
       "39                统招本科                 经验不限  \n",
       "\n",
       "[840 rows x 32 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 合并数据集\n",
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8c7ed15b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 840 entries, 2022校招-营销中心-产品经理助理 to 金融产品经理\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   dataInfo                  840 non-null    object\n",
      " 1   dataParams                840 non-null    object\n",
      " 2   job.labels                840 non-null    object\n",
      " 3   job.salary                840 non-null    object\n",
      " 4   job.dq                    840 non-null    object\n",
      " 5   job.jobId                 840 non-null    object\n",
      " 6   job.campusJobKind         609 non-null    object\n",
      " 7   job.dataPromId            840 non-null    object\n",
      " 8   job.jobKind               840 non-null    object\n",
      " 9   job.refreshTime           840 non-null    object\n",
      " 10  job.h5OuterLink           798 non-null    object\n",
      " 11  job.pcOuterLink           798 non-null    object\n",
      " 12  job.topJob                840 non-null    bool  \n",
      " 13  job.link                  840 non-null    object\n",
      " 14  job.advViewFlag           840 non-null    bool  \n",
      " 15  recruiter.chatted         840 non-null    bool  \n",
      " 16  recruiter.imId            798 non-null    object\n",
      " 17  recruiter.imUserType      798 non-null    object\n",
      " 18  recruiter.recruiterName   840 non-null    object\n",
      " 19  recruiter.recruiterTitle  840 non-null    object\n",
      " 20  recruiter.recruiterPhoto  840 non-null    object\n",
      " 21  recruiter.recruiterId     840 non-null    object\n",
      " 22  comp.compLogo             840 non-null    object\n",
      " 23  comp.compId               840 non-null    int64 \n",
      " 24  comp.compName             840 non-null    object\n",
      " 25  comp.compIndustry         840 non-null    object\n",
      " 26  comp.compScale            840 non-null    object\n",
      " 27  comp.link                 840 non-null    object\n",
      " 28  comp.compStage            483 non-null    object\n",
      " 29  job.requireEduLevel       231 non-null    object\n",
      " 30  job.requireWorkYears      231 non-null    object\n",
      "dtypes: bool(3), int64(1), object(27)\n",
      "memory usage: 192.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5de5ac00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>制药</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>广联达</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>光器件产品经理</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>车产品经理</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>储备干部—产品经理</td>\n",
       "      <td>嘉联支付有限公司广州分公司</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 产品规划, 用户研究]</td>\n",
       "      <td>2-3k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>酒店签约产品经理</td>\n",
       "      <td>广州视界行旅行社有限公司</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>6-11k</td>\n",
       "      <td>广州</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州视臻信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    job.title    comp.compName comp.compIndustry  \\\n",
       "0          2022校招-营销中心-产品经理助理           泰邦生物集团                制药   \n",
       "1    2023届提前批-产品经理 (MJ012344)              广联达               互联网   \n",
       "2                  人力资源数据产品经理             广发证券          基金/证券/期货   \n",
       "3                 互联网学习平台产品经理             广发证券          基金/证券/期货   \n",
       "4                     光器件产品经理     高勘(广州)技术有限公司              通信设备   \n",
       "..                        ...              ...               ...   \n",
       "835                     车产品经理             合创汽车              整车制造   \n",
       "836                 储备干部—产品经理    嘉联支付有限公司广州分公司              科技金融   \n",
       "837                  酒店签约产品经理     广州视界行旅行社有限公司             酒店/民宿   \n",
       "838                      产品经理     广州视臻信息科技有限公司             计算机软件   \n",
       "839                    金融产品经理  广发证券股份有限公司广州分公司          基金/证券/期货   \n",
       "\n",
       "                                         job.labels  job.salary  job.dq  \\\n",
       "0                                              [本科]       8-10k  广州-番禺区   \n",
       "1                            [本科, 产品设计, 用户研究, 产品规划]  15-25k·15薪  广州-越秀区   \n",
       "2    [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  19-20k·18薪  广州-天河区   \n",
       "3                      [硕士, 内容产品, 金融行业, to G, 需求分析]      19-25k      广州   \n",
       "4                            [硕士, 数据产品, 用户研究, 团队管理]  15-20k·14薪  广州-黄埔区   \n",
       "..                                              ...         ...     ...   \n",
       "835                                              []      15-30k  广州-南沙区   \n",
       "836                  [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]        2-3k  广州-天河区   \n",
       "837                           [BD，业务，采购，, 酒店/旅行社合作]       6-11k      广州   \n",
       "838                                              []      15-30k  广州-黄埔区   \n",
       "839                                          [金融产品]       5-10k      广州   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compScale  \n",
       "0                   NaN                  NaN     1000-2000人  \n",
       "1                   NaN                  NaN     2000-5000人  \n",
       "2                   NaN                  NaN    5000-10000人  \n",
       "3                   NaN                  NaN    5000-10000人  \n",
       "4                   NaN                  NaN         50-99人  \n",
       "..                  ...                  ...            ...  \n",
       "835                  本科                 经验不限     1000-2000人  \n",
       "836                统招本科                 经验不限         50-99人  \n",
       "837               中专/中技                 一年以下          1-49人  \n",
       "838                  本科                 经验不限    5000-10000人  \n",
       "839                统招本科                 经验不限     2000-5000人  \n",
       "\n",
       "[840 rows x 9 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_analyze = df[['comp.compName','comp.compIndustry','job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compScale']].reset_index()\n",
    "df_analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cd495ecd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        252\n",
       "广州-天河区    189\n",
       "广州-黄埔区    189\n",
       "广州-越秀区     84\n",
       "广州-南沙区     42\n",
       "广州-番禺区     42\n",
       "广州-海珠区     42\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 地区分析\n",
    "df_analyze['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "eb092295",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                          105\n",
       "金融产品经理                         42\n",
       "产品经理（校招）                       21\n",
       "产品经理（高级产品经理&资深产品经理）            21\n",
       "2022校招-营销中心-产品经理助理             21\n",
       "（储备）产品经理                       21\n",
       "产品经理（2023届校招）                  21\n",
       "专案PM                           21\n",
       "直播运营（PM）(J10125)               21\n",
       "产品经理(J11023)                   21\n",
       "产品经理培训生                        21\n",
       "行业产品经理                         21\n",
       "车产品经理                          21\n",
       "基准医疗-助理产品经理（应届生）               21\n",
       "产品经理实习生                        21\n",
       "酒店签约产品经理                       21\n",
       "2023届-产品经理 (MJ001163)          21\n",
       "中科开创-产品经理(应届生）                 21\n",
       "（储备）产品经理--20-22届本科             21\n",
       "2023届-大数据平台产品经理 (MJ001161)     21\n",
       "互联网学习平台产品经理                    21\n",
       "储备干部—产品经理                      21\n",
       "直播运营（PM）                       21\n",
       "产品经理（管培）                       21\n",
       "【校招】信用卡产品经理                    21\n",
       "金融产品经理（番禺万博二路）                 21\n",
       "光器件产品经理                        21\n",
       "2023届提前批-产品经理 (MJ012344)       21\n",
       "IT产品经理实习生                      21\n",
       "广电运通-产品经理（应届生）                 21\n",
       "直播运营（PM） J10125                21\n",
       "eWMS产品经理                       21\n",
       "人力资源数据产品经理                     21\n",
       "BIM产品经理【校招】                    21\n",
       "产品经理（凡科商城SaaS）                 21\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 返回每个职位对应的数量\n",
    "df_title = df_analyze['job.title'].value_counts()\n",
    "df_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0dacdb5f",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unhashable type: 'list'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.map_locations\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: unhashable type: 'list'"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored in: 'pandas._libs.index.IndexEngine._call_map_locations'\n",
      "Traceback (most recent call last):\n",
      "  File \"pandas\\_libs\\hashtable_class_helper.pxi\", line 4588, in pandas._libs.hashtable.PyObjectHashTable.map_locations\n",
      "TypeError: unhashable type: 'list'\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[本科]                                                                    147\n",
       "[]                                                                       84\n",
       "[学历不限]                                                                   63\n",
       "[to B]                                                                   42\n",
       "[6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]                                        21\n",
       "[证券类]                                                                    21\n",
       "[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]                           21\n",
       "[支付产品, 支付行业, 产品设计, 产品规划, 用户研究]                                           21\n",
       "[硕士, 数据产品, 用户研究, 团队管理]                                                   21\n",
       "[金融产品]                                                                   21\n",
       "[硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Visio, Axure, 流程设计, 需求分析]     21\n",
       "[硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]                                       21\n",
       "[本科, 产品设计, 原型设计, 产品优化, 数据分析]                                             21\n",
       "[本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问, 客户服务, 客户经理, 服务业]          21\n",
       "[本科, 电子/半导体, 通信/网络设备]                                                    21\n",
       "[数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研, 团队管理]                    21\n",
       "[3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]                                        21\n",
       "[本科, 产品设计, 用户研究, 产品规划]                                                   21\n",
       "[电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小程序产品, 数据分析]                21\n",
       "[硕士, 内容产品, 金融行业, to G, 需求分析]                                             21\n",
       "[BD，业务，采购，, 酒店/旅行社合作]                                                    21\n",
       "[本科, IT类, 系统开发]                                                          21\n",
       "[硕士, 数据产品, 产品规划, 市场调研, 竞品分析]                                             21\n",
       "[本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]                                     21\n",
       "[本科, 产品设计, 用户研究]                                                         21\n",
       "[硕士]                                                                     21\n",
       "[硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]                                       21\n",
       "[to C, 电子商务, 消费品]                                                        21\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 岗位类别分析\n",
    "df_analyze['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6e6b5c94",
   "metadata": {},
   "outputs": [
    {
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       "\n",
       "        <div id=\"d85ac3ea00d14809ad1e514f569e95f4\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_d85ac3ea00d14809ad1e514f569e95f4 = echarts.init(\n",
       "                    document.getElementById('d85ac3ea00d14809ad1e514f569e95f4'), 'white', {renderer: 'canvas'});\n",
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       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
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       "                    \"value\": 21\n",
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       "                    \"value\": 21\n",
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       "                    \"name\": \"\\uff08\\u50a8\\u5907\\uff09\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
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       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff082023\\u5c4a\\u6821\\u62db\\uff09\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e13\\u6848PM\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u76f4\\u64ad\\u8fd0\\u8425\\uff08PM\\uff09(J10125)\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406(J11023)\",\n",
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       "                    \"name\": \"\\u884c\\u4e1a\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8f66\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u57fa\\u51c6\\u533b\\u7597-\\u52a9\\u7406\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u5e94\\u5c4a\\u751f\\uff09\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u5b9e\\u4e60\\u751f\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9152\\u5e97\\u7b7e\\u7ea6\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2023\\u5c4a-\\u4ea7\\u54c1\\u7ecf\\u7406 (MJ001163)\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u79d1\\u5f00\\u521b-\\u4ea7\\u54c1\\u7ecf\\u7406(\\u5e94\\u5c4a\\u751f\\uff09\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\uff08\\u50a8\\u5907\\uff09\\u4ea7\\u54c1\\u7ecf\\u7406--20-22\\u5c4a\\u672c\\u79d1\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2023\\u5c4a-\\u5927\\u6570\\u636e\\u5e73\\u53f0\\u4ea7\\u54c1\\u7ecf\\u7406 (MJ001161)\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e92\\u8054\\u7f51\\u5b66\\u4e60\\u5e73\\u53f0\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u50a8\\u5907\\u5e72\\u90e8\\u2014\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u76f4\\u64ad\\u8fd0\\u8425\\uff08PM\\uff09\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u7ba1\\u57f9\\uff09\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u3010\\u6821\\u62db\\u3011\\u4fe1\\u7528\\u5361\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u91d1\\u878d\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u756a\\u79ba\\u4e07\\u535a\\u4e8c\\u8def\\uff09\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5149\\u5668\\u4ef6\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2023\\u5c4a\\u63d0\\u524d\\u6279-\\u4ea7\\u54c1\\u7ecf\\u7406 (MJ012344)\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"IT\\u4ea7\\u54c1\\u7ecf\\u7406\\u5b9e\\u4e60\\u751f\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u7535\\u8fd0\\u901a-\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u5e94\\u5c4a\\u751f\\uff09\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u76f4\\u64ad\\u8fd0\\u8425\\uff08PM\\uff09 J10125\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"eWMS\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u529b\\u8d44\\u6e90\\u6570\\u636e\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"BIM\\u4ea7\\u54c1\\u7ecf\\u7406\\u3010\\u6821\\u62db\\u3011\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u51e1\\u79d1\\u5546\\u57ceSaaS\\uff09\",\n",
       "                    \"value\": 21\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u91d1\\u878d\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 42\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 105\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u6821\\u62db\\uff09\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406&\\u8d44\\u6df1\\u4ea7\\u54c1\\u7ecf\\u7406\\uff09\",\n",
       "                \"2022\\u6821\\u62db-\\u8425\\u9500\\u4e2d\\u5fc3-\\u4ea7\\u54c1\\u7ecf\\u7406\\u52a9\\u7406\",\n",
       "                \"\\uff08\\u50a8\\u5907\\uff09\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff082023\\u5c4a\\u6821\\u62db\\uff09\",\n",
       "                \"\\u4e13\\u6848PM\",\n",
       "                \"\\u76f4\\u64ad\\u8fd0\\u8425\\uff08PM\\uff09(J10125)\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406(J11023)\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u57f9\\u8bad\\u751f\",\n",
       "                \"\\u884c\\u4e1a\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u8f66\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u57fa\\u51c6\\u533b\\u7597-\\u52a9\\u7406\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u5e94\\u5c4a\\u751f\\uff09\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u5b9e\\u4e60\\u751f\",\n",
       "                \"\\u9152\\u5e97\\u7b7e\\u7ea6\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"2023\\u5c4a-\\u4ea7\\u54c1\\u7ecf\\u7406 (MJ001163)\",\n",
       "                \"\\u4e2d\\u79d1\\u5f00\\u521b-\\u4ea7\\u54c1\\u7ecf\\u7406(\\u5e94\\u5c4a\\u751f\\uff09\",\n",
       "                \"\\uff08\\u50a8\\u5907\\uff09\\u4ea7\\u54c1\\u7ecf\\u7406--20-22\\u5c4a\\u672c\\u79d1\",\n",
       "                \"2023\\u5c4a-\\u5927\\u6570\\u636e\\u5e73\\u53f0\\u4ea7\\u54c1\\u7ecf\\u7406 (MJ001161)\",\n",
       "                \"\\u4e92\\u8054\\u7f51\\u5b66\\u4e60\\u5e73\\u53f0\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u50a8\\u5907\\u5e72\\u90e8\\u2014\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u76f4\\u64ad\\u8fd0\\u8425\\uff08PM\\uff09\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u7ba1\\u57f9\\uff09\",\n",
       "                \"\\u3010\\u6821\\u62db\\u3011\\u4fe1\\u7528\\u5361\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u91d1\\u878d\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u756a\\u79ba\\u4e07\\u535a\\u4e8c\\u8def\\uff09\",\n",
       "                \"\\u5149\\u5668\\u4ef6\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"2023\\u5c4a\\u63d0\\u524d\\u6279-\\u4ea7\\u54c1\\u7ecf\\u7406 (MJ012344)\",\n",
       "                \"IT\\u4ea7\\u54c1\\u7ecf\\u7406\\u5b9e\\u4e60\\u751f\",\n",
       "                \"\\u5e7f\\u7535\\u8fd0\\u901a-\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u5e94\\u5c4a\\u751f\\uff09\",\n",
       "                \"\\u76f4\\u64ad\\u8fd0\\u8425\\uff08PM\\uff09 J10125\",\n",
       "                \"eWMS\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u4eba\\u529b\\u8d44\\u6e90\\u6570\\u636e\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"BIM\\u4ea7\\u54c1\\u7ecf\\u7406\\u3010\\u6821\\u62db\\u3011\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u51e1\\u79d1\\u5546\\u57ceSaaS\\uff09\",\n",
       "                \"\\u91d1\\u878d\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Customized Pie\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_d85ac3ea00d14809ad1e514f569e95f4.setOption(option_d85ac3ea00d14809ad1e514f569e95f4);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1fae2a0fc40>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# !pip install pyecharts\n",
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_analyze['job.title'].value_counts().index.tolist()\n",
    "y_data = df_analyze['job.title'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"Customized Pie\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "#     .render(\"customized_pie.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "17c61c98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"86ca7c19d9b94b1dbe871517ae3eee6d\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_86ca7c19d9b94b1dbe871517ae3eee6d = echarts.init(\n",
       "                    document.getElementById('86ca7c19d9b94b1dbe871517ae3eee6d'), 'white', {renderer: 'canvas'});\n",
       "                var option_86ca7c19d9b94b1dbe871517ae3eee6d = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 42\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 42\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 42\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 84\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 189\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 189\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde\",\n",
       "                    \"value\": 252\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5e7f\\u5dde-\\u5357\\u6c99\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
       "                \"\\u5e7f\\u5dde\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Customized Pie\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_86ca7c19d9b94b1dbe871517ae3eee6d.setOption(option_86ca7c19d9b94b1dbe871517ae3eee6d);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1fae2cffa00>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# !pip install pyecharts\n",
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_analyze['job.dq'].value_counts().index.tolist()\n",
    "y_data = df_analyze['job.dq'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"Customized Pie\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "#     .render(\"customized_pie.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aac6e9d7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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